300 canonical paper links on this archive page.
- aiMotive Dataset: A Multimodal Dataset for Robust Autonomous Driving with Long-Range Perceptionarxiv-2211.09445 Sparse Thin Ready implementation starting pointNov 1, 2022
- X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasksarxiv-2211.12402 Sparse Thin Ready implementation starting pointNov 1, 2022
- Self-supervised vision-language pretraining for Medical visual question answeringarxiv-2211.13594 Sparse Thin Ready implementation starting pointNov 1, 2022
- Let Offline RL Flow: Training Conservative Agents in the Latent Space of Normalizing Flowsarxiv-2211.11096 Sparse Thin Ready implementation starting pointNov 1, 2022
- Agent-Controller Representations: Principled Offline RL with Rich Exogenous Informationarxiv-2211.00164 Sparse Thin Ready implementation starting pointNov 1, 2022
- Multimodal Transformer Distillation for Audio-Visual Synchronizationarxiv-2210.15563 Curated Related Thin Ready implementation starting pointOct 1, 2022
- Dataset Distillation via Factorizationarxiv-2210.16774 Sparse Thin Ready implementation starting pointOct 1, 2022
- Relating Human Perception of Musicality to Prediction in a Predictive Coding Modelarxiv-2210.16587 Sparse Thin Ready implementation starting pointOct 1, 2022
- MetaLogic: Logical Reasoning Explanations with Fine-Grained Structurearxiv-2210.12487 Sparse Thin Ready implementation starting pointOct 1, 2022
- ReAct: Synergizing Reasoning and Acting in Language Modelsarxiv-2210.03629 Sparse Thin Ready implementation starting pointOct 1, 2022
- Masked Motion Encoding for Self-Supervised Video Representation Learningarxiv-2210.06096 Sparse Thin Ready implementation starting pointOct 1, 2022
- LightEA: A Scalable, Robust, and Interpretable Entity Alignment Framework via Three-view Label Propagationarxiv-2210.10436 Sparse Thin Ready implementation starting pointOct 1, 2022
- Augmentative Topology Agents For Open-Ended Learningarxiv-2210.11442 Sparse Thin Ready implementation starting pointOct 1, 2022
- Contrastive Decoding: Open-ended Text Generation as Optimizationarxiv-2210.15097 Sparse Thin Ready implementation starting pointOct 1, 2022
- IMU2CLIP: Multimodal Contrastive Learning for IMU Motion Sensors from Egocentric Videos and Textarxiv-2210.14395 Sparse Thin Ready implementation starting pointOct 1, 2022
- S3E: A Multi-Robot Multimodal Dataset for Collaborative SLAMarxiv-2210.13723 Sparse Thin Ready implementation starting pointOct 1, 2022
- Stateful active facilitator: Coordination and Environmental Heterogeneity in Cooperative Multi-Agent Reinforcement Learningarxiv-2210.03022 Sparse Thin Ready implementation starting pointOct 1, 2022
- Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learningarxiv-2210.06044 Sparse Thin Ready implementation starting pointOct 1, 2022
- EPIC-KITCHENS VISOR Benchmark: VIdeo Segmentations and Object Relationsdoi-10.48550_arxiv.2209.13064 Sparse Thin Ready implementation starting pointSep 26, 2022
- Deep reinforcement learning for multi-agent interactiondoi-10.3233_aic-220116 Sparse Thin Ready implementation starting pointSep 2, 2022
- TVLT: Textless Vision-Language Transformerarxiv-2209.14156 Sparse Thin Ready implementation starting pointSep 1, 2022
- EDA: Explicit Text-Decoupling and Dense Alignment for 3D Visual Groundingarxiv-2209.14941 Sparse Thin Ready implementation starting pointSep 1, 2022
- A Molecular Multimodal Foundation Model Associating Molecule Graphs with Natural Languagearxiv-2209.05481 Sparse Thin Ready implementation starting pointSep 1, 2022
- Towards Multimodal Prediction of Spontaneous Humour: A Novel Dataset and First Resultsarxiv-2209.14272 Sparse Thin Ready implementation starting pointSep 1, 2022
- Large-Scale Traffic Congestion Prediction based on Multimodal Fusion and Representation Mappingarxiv-2208.11061 Sparse Thin Ready implementation starting pointAug 1, 2022
- BlenderBot 3: a deployed conversational agent that continually learns to responsibly engagearxiv-2208.03188 Sparse Thin Ready implementation starting pointAug 1, 2022
- Multimodal Lecture Presentations Dataset: Understanding Multimodality in Educational Slidesarxiv-2208.08080 Sparse Thin Ready implementation starting pointAug 1, 2022
- Inductive Knowledge Graph Reasoning for Multi-batch Emerging Entitiesarxiv-2208.10378 Sparse Thin Ready implementation starting pointAug 1, 2022
- Chinese grammatical error correction based on knowledge distillationarxiv-2208.00351 Sparse Thin Ready implementation starting pointAug 1, 2022
- Instant neural graphics primitives with a multiresolution hash encodingdoi-10.1145_3528223.3530127 Sparse Thin Ready implementation starting pointJul 1, 2022
- Graph Neural Networks for Channel Decodingarxiv-2207.14742 Sparse Thin Ready implementation starting pointJul 1, 2022
- Cross-Modal Causal Relational Reasoning for Event-Level Visual Question Answeringarxiv-2207.12647 Sparse Thin Ready implementation starting pointJul 1, 2022
- WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agentsarxiv-2207.01206 Sparse Thin Ready implementation starting pointJul 1, 2022
- Knowledge Condensation Distillationarxiv-2207.05409 Sparse Thin Ready implementation starting pointJul 1, 2022
- Online Knowledge Distillation via Mutual Contrastive Learning for Visual Recognitionarxiv-2207.11518 Sparse Thin Ready implementation starting pointJul 1, 2022
- Developing Optimal Causal Cyber-Defence Agents via Cyber Security Simulationarxiv-2207.12355 Sparse Thin Ready implementation starting pointJul 1, 2022
- Entropy-Based Logic Explanations of Neural Networksdoi-10.1609_aaai.v36i6.20551 Sparse Thin Ready implementation starting pointJun 28, 2022
- Multimodal Token Fusion for Vision Transformersdoi-10.1109_cvpr52688.2022.01187 Sparse Thin Ready implementation starting pointJun 1, 2022
- A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphsarxiv-2206.04798 Sparse Thin Ready implementation starting pointJun 1, 2022
- Dataset Distillation using Neural Feature Regressionarxiv-2206.00719 Sparse Thin Ready implementation starting pointJun 1, 2022
- BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learningarxiv-2206.08657 Sparse Thin Ready implementation starting pointJun 1, 2022
- Musical Score Following and Audio Alignmentarxiv-2205.03247 Sparse Thin Ready implementation starting pointMay 6, 2022
- Musical Score Following and Audio Alignmentdoi-10.48550_arxiv.2205.03247 Sparse Thin Ready implementation starting pointMay 6, 2022
- Masked Generative Distillationarxiv-2205.01529 Sparse Thin Ready implementation starting pointMay 1, 2022
- Spot-adaptive Knowledge Distillationarxiv-2205.02399 Sparse Thin Ready implementation starting pointMay 1, 2022
- AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph Reasoningarxiv-2205.15319 Sparse Thin Ready implementation starting pointMay 1, 2022
- Tranception: protein fitness prediction with autoregressive transformers and inference-time retrievalarxiv-2205.13760 Sparse Thin Ready implementation starting pointMay 1, 2022
- COGMEN: COntextualized GNN based Multimodal Emotion recognitioNarxiv-2205.02455 Sparse Thin Ready implementation starting pointMay 1, 2022
- ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch Similaritiesarxiv-2205.10312 Sparse Thin Ready implementation starting pointMay 1, 2022
- Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in World Modelsarxiv-2205.13817 Sparse Thin Ready implementation starting pointMay 1, 2022
- Inducing and Using Alignments for Transition-based AMR Parsingarxiv-2205.01464 Sparse Thin Ready implementation starting pointMay 1, 2022
- mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connectionsarxiv-2205.12005 Sparse Thin Ready implementation starting pointMay 1, 2022
- Knowledge Distillation via the Target-aware Transformerarxiv-2205.10793 Sparse Thin Ready implementation starting pointMay 1, 2022
- One-Class Knowledge Distillation for Face Presentation Attack Detectionarxiv-2205.03792 Sparse Thin Ready implementation starting pointMay 1, 2022
- Multimodal Semi-Supervised Learning for Text Recognitionarxiv-2205.03873 Sparse Thin Ready implementation starting pointMay 1, 2022
- Variational Sparse Coding with Learned Thresholdingarxiv-2205.03665 Sparse Thin Ready implementation starting pointMay 1, 2022
- From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effectivearxiv-2205.04733 Sparse Thin Ready implementation starting pointMay 1, 2022
- SILVR: A Synthetic Immersive Large-Volume Plenoptic Datasetarxiv-2204.09523 Sparse Thin Ready implementation starting pointApr 20, 2022
- MUGEN: A Playground for Video-Audio-Text Multimodal Understanding and GENerationarxiv-2204.08058 Sparse Thin Ready implementation starting pointApr 1, 2022
- "This is my unicorn, Fluffy": Personalizing frozen vision-language representationsarxiv-2204.01694 Sparse Thin Ready implementation starting pointApr 1, 2022
- Multimodal spatiotemporal graph neural networks for improved prediction of 30-day all-cause hospital readmissionarxiv-2204.06766 Sparse Thin Ready implementation starting pointApr 1, 2022
- WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Typesarxiv-2204.06347 Sparse Thin Ready implementation starting pointApr 1, 2022
- STCrowd: A Multimodal Dataset for Pedestrian Perception in Crowded Scenesarxiv-2204.01026 Sparse Thin Ready implementation starting pointApr 1, 2022
- PIE: a Parameter and Inference Efficient Solution for Large Scale Knowledge Graph Embedding Reasoningarxiv-2204.13957 Sparse Thin Ready implementation starting pointApr 1, 2022
- Edge-enhanced Feature Distillation Network for Efficient Super-Resolutionarxiv-2204.08759 Sparse Thin Ready implementation starting pointApr 1, 2022
- UAST: Unicode Aware Sanskrit Transliterationarxiv-2203.14277 Sparse Thin Ready implementation starting pointMar 27, 2022
- UAST: Unicode Aware Sanskrit Transliterationdoi-10.48550_arxiv.2203.14277 Sparse Thin Ready implementation starting pointMar 27, 2022
- MAE-AST: Masked Autoencoding Audio Spectrogram Transformerarxiv-2203.16691 Sparse Thin Ready implementation starting pointMar 1, 2022
- Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generationarxiv-2203.16487 Sparse Thin Ready implementation starting pointMar 1, 2022
- TableFormer: Robust Transformer Modeling for Table-Text Encodingarxiv-2203.00274 Sparse Thin Ready implementation starting pointMar 1, 2022
- DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classificationarxiv-2203.12081 Sparse Thin Ready implementation starting pointMar 1, 2022
- Multimodal Fusion Transformer for Remote Sensing Image Classificationarxiv-2203.16952 Sparse Thin Ready implementation starting pointMar 1, 2022
- Few Shot Generative Model Adaption via Relaxed Spatial Structural Alignmentarxiv-2203.04121 Sparse Thin Ready implementation starting pointMar 1, 2022
- Dataset Distillation by Matching Training Trajectoriesarxiv-2203.11932 Sparse Thin Ready implementation starting pointMar 1, 2022
- Incremental Transformer Structure Enhanced Image Inpainting with Masking Positional Encodingarxiv-2203.00867 Sparse Thin Ready implementation starting pointMar 1, 2022
- Deep Multimodal Guidance for Medical Image Classificationarxiv-2203.05683 Sparse Thin Ready implementation starting pointMar 1, 2022
- Conditional Prompt Learning for Vision-Language Modelsarxiv-2203.05557 Sparse Thin Ready implementation starting pointMar 1, 2022
- MQDD: Pre-training of Multimodal Question Duplicity Detection for Software Engineering Domainarxiv-2203.14093 Sparse Thin Ready implementation starting pointMar 1, 2022
- Reasoning about Counterfactuals to Improve Human Inverse Reinforcement Learningarxiv-2203.01855 Sparse Thin Ready implementation starting pointMar 1, 2022
- ST-MoE: Designing Stable and Transferable Sparse Expert Modelsarxiv-2202.08906 Sparse Thin Ready implementation starting pointFeb 1, 2022
- COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamicsarxiv-2202.11705 Sparse Thin Ready implementation starting pointFeb 1, 2022
- Progressive Video Summarization via Multimodal Self-supervised Learningarxiv-2201.02494 Sparse Thin Ready implementation starting pointJan 1, 2022
- Multi-agent Motion Planning from Signal Temporal Logic Specificationsarxiv-2201.05247 Sparse Thin Ready implementation starting pointJan 1, 2022
- Understanding Entropy Coding With Asymmetric Numeral Systems (ANS): a Statistician's Perspectivearxiv-2201.01741 Sparse Thin Ready implementation starting pointJan 1, 2022
- Learning Audio-Visual Speech Representation by Masked Multimodal Cluster Predictionarxiv-2201.02184 Sparse Thin Ready implementation starting pointJan 1, 2022
- M-SENA: An Integrated Platform for Multimodal Sentiment Analysisdoi-10.18653_v1_2022.acl-demo.20 Sparse Thin Ready implementation starting pointJan 1, 2022
- A global stochastic optimization particle filter algorithmdoi-10.1093_biomet_asab067 Sparse Thin Ready implementation starting pointDec 26, 2021
- Distilled Dual-Encoder Model for Vision-Language Understandingarxiv-2112.08723 Sparse Thin Ready implementation starting pointDec 1, 2021
- Maximum Bayes Smatch Ensemble Distillation for AMR Parsingarxiv-2112.07790 Sparse Thin Ready implementation starting pointDec 1, 2021
- Multimodal Image Synthesis and Editing: The Generative AI Eraarxiv-2112.13592 Sparse Thin Ready implementation starting pointDec 1, 2021
- ADD: Frequency Attention and Multi-View based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Imagesarxiv-2112.03553 Sparse Thin Ready implementation starting pointDec 1, 2021
- An original model for multi-target learning of logical rules for knowledge graph reasoningarxiv-2112.06189 Sparse Thin Ready implementation starting pointDec 1, 2021
- Long Context Question Answering via Supervised Contrastive Learningarxiv-2112.08777 Sparse Thin Ready implementation starting pointDec 1, 2021
- Learning to Share in Multi-Agent Reinforcement Learningarxiv-2112.08702 Curated Related Thin Ready implementation starting pointDec 1, 2021
- CrossLoc: Scalable Aerial Localization Assisted by Multimodal Synthetic Dataarxiv-2112.09081 Sparse Thin Ready implementation starting pointDec 1, 2021
- EvoMoE: An Evolutional Mixture-of-Experts Training Framework via Dense-To-Sparse Gatearxiv-2112.14397 Sparse Thin Ready implementation starting pointDec 1, 2021
- VMAgent: Scheduling Simulator for Reinforcement Learningarxiv-2112.04785 Sparse Thin Ready implementation starting pointDec 1, 2021
- Auto-Encoding Score Distribution Regression for Action Quality Assessmentarxiv-2111.11029 Sparse Thin Ready implementation starting pointNov 1, 2021
- Learning Distilled Collaboration Graph for Multi-Agent Perceptionarxiv-2111.00643 Sparse Thin Ready implementation starting pointNov 1, 2021
- Dictionary-based Low-Rank Approximations and the Mixed Sparse Coding problemarxiv-2111.12399 Sparse Thin Ready implementation starting pointNov 1, 2021
- A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral Image Restorationarxiv-2111.09708 Sparse Thin Ready implementation starting pointNov 1, 2021
- Learning Symbolic Rules for Reasoning in Quasi-Natural Languagearxiv-2111.12038 Sparse Thin Ready implementation starting pointNov 1, 2021
- A Closer Look at Advantage-Filtered Behavioral Cloning in High-Noise Datasetsarxiv-2110.04698 Sparse Thin Ready implementation starting pointOct 10, 2021
- A Closer Look at Advantage-Filtered Behavioral Cloning in High-Noise Datasetsdoi-10.48550_arxiv.2110.04698 Sparse Thin Ready implementation starting pointOct 10, 2021
- TEACh: Task-driven Embodied Agents that Chatarxiv-2110.00534 Sparse Thin Ready implementation starting pointOct 1, 2021
- KNOT: Knowledge Distillation using Optimal Transport for Solving NLP Tasksarxiv-2110.02432 Sparse Thin Ready implementation starting pointOct 1, 2021
- Multi-Agent Constrained Policy Optimisationarxiv-2110.02793 Sparse Thin Ready implementation starting pointOct 1, 2021
- Discovering and Achieving Goals via World Modelsarxiv-2110.09514 Sparse Thin Ready implementation starting pointOct 1, 2021
- K-Wav2vec 2.0: Automatic Speech Recognition based on Joint Decoding of Graphemes and Syllablesarxiv-2110.05172 Sparse Thin Ready implementation starting pointOct 1, 2021
- Fast Multimodal Journey Planning for Three Criteriaarxiv-2110.12954 Sparse Thin Ready implementation starting pointOct 1, 2021
- CLIP-Adapter: Better Vision-Language Models with Feature Adaptersarxiv-2110.04544 Curated Related Thin Ready implementation starting pointOct 1, 2021
- CORA: Benchmarks, Baselines, and Metrics as a Platform for Continual Reinforcement Learning Agentsarxiv-2110.10067 Sparse Thin Ready implementation starting pointOct 1, 2021
- Trust Region Policy Optimisation in Multi-Agent Reinforcement Learningarxiv-2109.11251 Sparse Thin Ready implementation starting pointSep 23, 2021
- Trust Region Policy Optimisation in Multi-Agent Reinforcement Learningdoi-10.48550_arxiv.2109.11251 Sparse Thin Ready implementation starting pointSep 23, 2021
- Visually Grounded Reasoning across Languages and Culturesarxiv-2109.13238 Sparse Thin Ready implementation starting pointSep 1, 2021
- Segmentation with mixed supervision: Confidence maximization helps knowledge distillationarxiv-2109.10902 Sparse Thin Ready implementation starting pointSep 1, 2021
- PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Modelsarxiv-2109.05093 Sparse Thin Ready implementation starting pointSep 1, 2021
- Memory Augmented Multi-Instance Contrastive Predictive Coding for Sequential Recommendationarxiv-2109.00368 Sparse Thin Ready implementation starting pointSep 1, 2021
- CPT: Colorful Prompt Tuning for Pre-trained Vision-Language Modelsarxiv-2109.11797 Sparse Thin Ready implementation starting pointSep 1, 2021
- Vision-and-Language or Vision-for-Language? On Cross-Modal Influence in Multimodal Transformersarxiv-2109.04448 Sparse Thin Ready implementation starting pointSep 1, 2021
- Transferring Knowledge Distillation for Multilingual Social Event Detectionarxiv-2108.03084 Sparse Thin Ready implementation starting pointAug 1, 2021
- WarpDrive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPUarxiv-2108.13976 Sparse Thin Ready implementation starting pointAug 1, 2021
- Simulation and estimation of an agent-based market-model with a matching enginearxiv-2108.07806 Sparse Thin Ready implementation starting pointAug 1, 2021
- Consensual Collaborative Training And Knowledge Distillation Based Facial Expression Recognition Under Noisy Annotationsarxiv-2107.04746 Sparse Thin Ready implementation starting pointJul 1, 2021
- Teaching Agents how to Map: Spatial Reasoning for Multi-Object Navigationarxiv-2107.06011 Sparse Thin Ready implementation starting pointJul 1, 2021
- Adaptive wavelet distillation from neural networks through interpretationsarxiv-2107.09145 Sparse Thin Ready implementation starting pointJul 1, 2021
- MultiBench: Multiscale Benchmarks for Multimodal Representation Learningarxiv-2107.07502 Sparse Thin Ready implementation starting pointJul 1, 2021
- Entropy-based Logic Explanations of Neural Networksarxiv-2106.06804 Sparse Thin Ready implementation starting pointJun 12, 2021
- Transformer-based Spatial-Temporal Feature Learning for EEG Decodingarxiv-2106.11170 Sparse Thin Ready implementation starting pointJun 1, 2021
- Contrastive Reinforcement Learning of Symbolic Reasoning Domainsarxiv-2106.09146 Sparse Thin Ready implementation starting pointJun 1, 2021
- Discriminative Reasoning for Document-level Relation Extractionarxiv-2106.01562 Sparse Thin Ready implementation starting pointJun 1, 2021
- Feature Alignment as a Generative Processarxiv-2106.12562 Sparse Thin Ready implementation starting pointJun 1, 2021
- Encoding physics to learn reaction-diffusion processesarxiv-2106.04781 Sparse Thin Ready implementation starting pointJun 1, 2021
- DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversationsarxiv-2106.01978 Sparse Thin Ready implementation starting pointJun 1, 2021
- Does Knowledge Distillation Really Work?arxiv-2106.05945 Sparse Thin Ready implementation starting pointJun 1, 2021
- Temporal Predictive Coding For Model-Based Planning In Latent Spacearxiv-2106.07156 Sparse Thin Ready implementation starting pointJun 1, 2021
- On the relationship between predictive coding and backpropagationarxiv-2106.13082 Sparse Thin Ready implementation starting pointJun 1, 2021
- R3Det: Refined Single-Stage Detector with Feature Refinement for Rotating Objectdoi-10.1609_aaai.v35i4.16426 Sparse Thin Ready implementation starting pointMay 18, 2021
- Hybrid Encoding For Generating Large Scale Game Level Patterns With Local Variationsarxiv-2105.12960 Sparse Thin Ready implementation starting pointMay 1, 2021
- Autoencoding Under Normalization Constraintsarxiv-2105.05735 Sparse Thin Ready implementation starting pointMay 1, 2021
- Towards Compact Single Image Super-Resolution via Contrastive Self-distillationarxiv-2105.11683 Sparse Thin Ready implementation starting pointMay 1, 2021
- Fact-driven Logical Reasoning for Machine Reading Comprehensionarxiv-2105.10334 Sparse Thin Ready implementation starting pointMay 1, 2021
- New Insights on Reducing Abrupt Representation Change in Online Continual Learningdoi-10.48550_arxiv.2104.05025 Sparse Thin Ready implementation starting pointApr 11, 2021
- Multimodal Entity Linking for Tweetsarxiv-2104.03236 Sparse Thin Ready implementation starting pointApr 1, 2021
- BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignmentarxiv-2104.13371 Sparse Thin Ready implementation starting pointApr 1, 2021
- Visual Alignment Constraint for Continuous Sign Language Recognitionarxiv-2104.02330 Sparse Thin Ready implementation starting pointApr 1, 2021
- Misinfo Reaction Frames: Reasoning about Readers' Reactions to News Headlinesarxiv-2104.08790 Sparse Thin Ready implementation starting pointApr 1, 2021
- ProphetNet-X: Large-Scale Pre-training Models for English, Chinese, Multi-lingual, Dialog, and Code Generationarxiv-2104.08006 Sparse Thin Ready implementation starting pointApr 1, 2021
- CLIMAT: Clinically-Inspired Multi-Agent Transformers for Knee Osteoarthritis Trajectory Forecastingarxiv-2104.03642 Sparse Thin Ready implementation starting pointApr 1, 2021
- Farewell to Mutual Information: Variational Distillation for Cross-Modal Person Re-Identificationarxiv-2104.02862 Sparse Thin Ready implementation starting pointApr 1, 2021
- Regularized target encoding outperforms traditional methods in supervised machine learning with high cardinality featuresarxiv-2104.00629 Sparse Thin Ready implementation starting pointApr 1, 2021
- TransICD: Transformer Based Code-wise Attention Model for Explainable ICD Codingarxiv-2104.10652 Sparse Thin Ready implementation starting pointApr 1, 2021
- Seeing Out of tHe bOx: End-to-End Pre-training for Vision-Language Representation Learningarxiv-2104.03135 Sparse Thin Ready implementation starting pointApr 1, 2021
- Quantum agents in the Gym: a variational quantum algorithm for deep Q-learningarxiv-2103.15084 Sparse Thin Ready implementation starting pointMar 1, 2021
- Multi-agent Reinforcement Learning in OpenSpiel: A Reproduction Reportarxiv-2103.00187 Curated Related Thin Ready implementation starting pointMar 1, 2021
- Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge Graphsarxiv-2103.10367 Sparse Thin Ready implementation starting pointMar 1, 2021
- RAGA: Relation-aware Graph Attention Networks for Global Entity Alignmentarxiv-2103.00791 Sparse Thin Ready implementation starting pointMar 1, 2021
- DAGN: Discourse-Aware Graph Network for Logical Reasoningarxiv-2103.14349 Sparse Thin Ready implementation starting pointMar 1, 2021
- Discovering Diverse Multi-Agent Strategic Behavior via Reward Randomizationarxiv-2103.04564 Sparse Thin Ready implementation starting pointMar 1, 2021
- WIT: Wikipedia-based Image Text Dataset for Multimodal Multilingual Machine Learningarxiv-2103.01913 Sparse Thin Ready implementation starting pointMar 1, 2021
- TransBTS: Multimodal Brain Tumor Segmentation Using Transformerarxiv-2103.04430 Sparse Thin Ready implementation starting pointMar 1, 2021
- The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Gamesarxiv-2103.01955 Sparse Thin Ready implementation starting pointMar 1, 2021
- MDMMT: Multidomain Multimodal Transformer for Video Retrievalarxiv-2103.10699 Sparse Thin Ready implementation starting pointMar 1, 2021
- MAPFAST: A Deep Algorithm Selector for Multi Agent Path Finding using Shortest Path Embeddingsarxiv-2102.12461 Sparse Thin Ready implementation starting pointFeb 1, 2021
- Rethinking the Implementation Matters in Cooperative Multi-Agent Reinforcement Learningarxiv-2102.03479 Sparse Thin Ready implementation starting pointFeb 1, 2021
- Predictive coding feedback results in perceived illusory contours in a recurrent neural networkarxiv-2102.01955 Sparse Thin Ready implementation starting pointFeb 1, 2021
- A Conflict-Based Search Framework for Multi-Objective Multi-Agent Path Findingarxiv-2101.03805 Sparse Thin Ready implementation starting pointJan 1, 2021
- Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Searcharxiv-2101.03036 Sparse Thin Ready implementation starting pointJan 1, 2021
- Distilling Knowledge by Mimicking Featuresdoi-10.1109_tpami.2021.3103973 Sparse Thin Ready implementation starting pointJan 1, 2021
- Deep Joint Source Channel Coding for WirelessImage Transmission with OFDMarxiv-2101.03909 Sparse Thin Ready implementation starting pointJan 1, 2021
- Word Alignment by Fine-tuning Embeddings on Parallel Corporaarxiv-2101.08231 Sparse Thin Ready implementation starting pointJan 1, 2021
- Counterfactual State Explanations for Reinforcement Learning Agents via Generative Deep Learningarxiv-2101.12446 Sparse Thin Ready implementation starting pointJan 1, 2021
- Scaling Deep Contrastive Learning Batch Size under Memory Limited Setupdoi-10.18653_v1_2021.repl4nlp-1.31 Sparse Thin Ready implementation starting pointJan 1, 2021
- Wireless Image Transmission Using Deep Source Channel Coding With Attention Modulesarxiv-2012.00533 Sparse Thin Ready implementation starting pointDec 1, 2020
- Alignment of the straw tracking detectors for the Fermilab Muon $g-2$ experiment and systematic studies for a muon electric dipole moment measurementarxiv-2012.00509 Sparse Thin Ready implementation starting pointDec 1, 2020
- Cross-Layer Distillation with Semantic Calibrationarxiv-2012.03236 Sparse Thin Ready implementation starting pointDec 1, 2020
- ECONET: Effective Continual Pretraining of Language Models for Event Temporal Reasoningarxiv-2012.15283 Sparse Thin Ready implementation starting pointDec 1, 2020
- xERTE: Explainable Reasoning on Temporal Knowledge Graphs for Forecasting Future Linksarxiv-2012.15537 Sparse Thin Ready implementation starting pointDec 1, 2020
- Time Series Change Point Detection with Self-Supervised Contrastive Predictive Codingarxiv-2011.14097 Sparse Thin Ready implementation starting pointNov 1, 2020
- What Did You Think Would Happen? Explaining Agent Behaviour Through Intended Outcomesarxiv-2011.05064 Sparse Thin Ready implementation starting pointNov 1, 2020
- LRTA: A Transparent Neural-Symbolic Reasoning Framework with Modular Supervision for Visual Question Answeringarxiv-2011.10731 Sparse Thin Ready implementation starting pointNov 1, 2020
- Solving Physics Puzzles by Reasoning about Pathsarxiv-2011.07357 Sparse Thin Ready implementation starting pointNov 1, 2020
- Hurricane Forecasting: A Novel Multimodal Machine Learning Frameworkarxiv-2011.06125 Sparse Thin Ready implementation starting pointNov 1, 2020
- MM-COVID: A Multilingual and Multimodal Data Repository for Combating COVID-19 Disinformationarxiv-2011.04088 Sparse Thin Ready implementation starting pointNov 1, 2020
- Is Private Learning Possible with Instance Encoding?arxiv-2011.05315 Sparse Thin Ready implementation starting pointNov 1, 2020
- MADER: Trajectory Planner in Multi-Agent and Dynamic Environmentsarxiv-2010.11061 Sparse Thin Ready implementation starting pointOct 1, 2020
- Why Skip If You Can Combine: A Simple Knowledge Distillation Technique for Intermediate Layersarxiv-2010.03034 Sparse Thin Ready implementation starting pointOct 1, 2020
- Mastering Atari with Discrete World Modelsarxiv-2010.02193 Sparse Thin Ready implementation starting pointOct 1, 2020
- Decoding Methods for Neural Narrative Generationarxiv-2010.07375 Sparse Thin Ready implementation starting pointOct 1, 2020
- Goal-GAN: Multimodal Trajectory Prediction Based on Goal Position Estimationarxiv-2010.01114 Sparse Thin Ready implementation starting pointOct 1, 2020
- On the Potential of Lexico-logical Alignments for Semantic Parsing to SQL Queriesarxiv-2010.11246 Sparse Thin Ready implementation starting pointOct 1, 2020
- Multi-Agent Collaboration via Reward Attribution Decompositionarxiv-2010.08531 Sparse Thin Ready implementation starting pointOct 1, 2020
- Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselinesarxiv-2010.03790 Sparse Thin Ready implementation starting pointOct 1, 2020
- Nested Named Entity Recognition via Second-best Sequence Learning and Decodingdoi-10.1162_tacl_a_00334 Sparse Thin Ready implementation starting pointSep 30, 2020
- Scale-Localized Abstract Reasoningarxiv-2009.09405 Sparse Thin Ready implementation starting pointSep 1, 2020
- Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation Learningarxiv-2009.00142 Sparse Thin Ready implementation starting pointSep 1, 2020
- Visual Pivoting for (Unsupervised) Entity Alignmentarxiv-2009.13603 Sparse Thin Ready implementation starting pointSep 1, 2020
- PettingZoo: Gym for Multi-Agent Reinforcement Learningarxiv-2009.14471 Curated Related Thin Ready implementation starting pointSep 1, 2020
- Autoregressive Knowledge Distillation through Imitation Learningarxiv-2009.07253 Sparse Thin Ready implementation starting pointSep 1, 2020
- Residual Feature Distillation Network for Lightweight Image Super-Resolutionarxiv-2009.11551 Sparse Thin Ready implementation starting pointSep 1, 2020
- Edges and Endpoints in 21-cm Observations from Resonant Photon Productionarxiv-2009.03899 Sparse Thin Ready implementation starting pointSep 1, 2020
- Simultaneously-Collected Multimodal Lying Pose Dataset: Towards In-Bed Human Pose Monitoring under Adverse Vision Conditionsarxiv-2008.08735 Sparse Thin Ready implementation starting pointAug 1, 2020
- Learning Game-Theoretic Models of Multiagent Trajectories Using Implicit Layersarxiv-2008.07303 Sparse Thin Ready implementation starting pointAug 1, 2020
- Neural Logic Reasoningarxiv-2008.09514 Sparse Thin Ready implementation starting pointAug 1, 2020
- QPLEX: Duplex Dueling Multi-Agent Q-Learningarxiv-2008.01062 Sparse Thin Ready implementation starting pointAug 1, 2020
- Crystallography companion agent for high-throughput materials discoveryarxiv-2008.00283 Sparse Thin Ready implementation starting pointAug 1, 2020
- Relational Reflection Entity Alignmentarxiv-2008.07962 Sparse Thin Ready implementation starting pointAug 1, 2020
- One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Controlarxiv-2007.04976 Sparse Thin Ready implementation starting pointJul 1, 2020
- Learning Reasoning Strategies in End-to-End Differentiable Provingarxiv-2007.06477 Sparse Thin Ready implementation starting pointJul 1, 2020
- A Study on Encodings for Neural Architecture Searcharxiv-2007.04965 Sparse Thin Ready implementation starting pointJul 1, 2020
- Visual Reasoning Strategies for Effect Size Judgments and Decisionsarxiv-2007.14516 Sparse Thin Ready implementation starting pointJul 1, 2020
- Learning and Reasoning with the Graph Structure Representation in Robotic Surgeryarxiv-2007.03357 Sparse Thin Ready implementation starting pointJul 1, 2020
- Align then Summarize: Automatic Alignment Methods for Summarization Corpus Creationarxiv-2007.07841 Sparse Thin Ready implementation starting pointJul 1, 2020
- Knowledge Distillation for Multi-task Learningarxiv-2007.06889 Sparse Thin Ready implementation starting pointJul 1, 2020
- CytOpT: Optimal Transport with Domain Adaptation for Interpreting Flow Cytometry dataarxiv-2006.09003 Sparse Thin Ready implementation starting pointJun 16, 2020
- GCC: Graph Contrastive Coding for Graph Neural Network Pre-Trainingarxiv-2006.09963 Sparse Thin Ready implementation starting pointJun 1, 2020
- Knowledge Distillation Meets Self-Supervisionarxiv-2006.07114 Sparse Thin Ready implementation starting pointJun 1, 2020
- Efficient Reasoning in Regular Boardgamesarxiv-2006.08295 Sparse Thin Ready implementation starting pointJun 1, 2020
- Structured Multimodal Attentions for TextVQAarxiv-2006.00753 Sparse Thin Ready implementation starting pointJun 1, 2020
- Situated and Interactive Multimodal Conversationsarxiv-2006.01460 Sparse Thin Ready implementation starting pointJun 1, 2020
- Weighted QMIX: Expanding Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learningarxiv-2006.10800 Sparse Thin Ready implementation starting pointJun 1, 2020
- Learning to Incentivize Other Learning Agentsarxiv-2006.06051 Sparse Thin Ready implementation starting pointJun 1, 2020
- Rethinking Positional Encoding in Language Pre-trainingarxiv-2006.15595 Sparse Thin Ready implementation starting pointJun 1, 2020
- Self-supervised Knowledge Distillation for Few-shot Learningarxiv-2006.09785 Sparse Thin Ready implementation starting pointJun 1, 2020
- Randomized Entity-wise Factorization for Multi-Agent Reinforcement Learningarxiv-2006.04222 Sparse Thin Ready implementation starting pointJun 1, 2020
- Planning to Explore via Self-Supervised World Modelsarxiv-2005.05960 Sparse Thin Ready implementation starting pointMay 1, 2020
- Neural Collaborative Reasoningarxiv-2005.08129 Sparse Thin Ready implementation starting pointMay 1, 2020
- ESPRIT: Explaining Solutions to Physical Reasoning Tasksarxiv-2005.00730 Sparse Thin Ready implementation starting pointMay 1, 2020
- Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answeringarxiv-2005.00646 Sparse Thin Ready implementation starting pointMay 1, 2020
- Vector-Quantized Autoregressive Predictive Codingarxiv-2005.08392 Sparse Thin Ready implementation starting pointMay 1, 2020
- Glow-TTS: A Generative Flow for Text-to-Speech via Monotonic Alignment Searcharxiv-2005.11129 Sparse Thin Ready implementation starting pointMay 1, 2020
- Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hyperspherearxiv-2005.10242 Sparse Thin Ready implementation starting pointMay 1, 2020
- MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysisarxiv-2005.03545 Sparse Thin Ready implementation starting pointMay 1, 2020
- Deep ConvLSTM with self-attention for human activity decoding using wearablesarxiv-2005.00698 Sparse Thin Ready implementation starting pointMay 1, 2020
- Contrastive Self-Supervised Learning for Commonsense Reasoningarxiv-2005.00669 Sparse Thin Ready implementation starting pointMay 1, 2020
- D4RL: Datasets for Deep Data-Driven Reinforcement Learningdoi-10.48550_arxiv.2004.07219 Sparse Thin Ready implementation starting pointApr 15, 2020
- PODNet: Pooled Outputs Distillation for Small-Tasks Incremental Learningarxiv-2004.13513 Sparse Thin Ready implementation starting pointApr 1, 2020
- Coreferential Reasoning Learning for Language Representationarxiv-2004.06870 Sparse Thin Ready implementation starting pointApr 1, 2020
- Multimodal Image Synthesis with Conditional Implicit Maximum Likelihood Estimationarxiv-2004.03590 Sparse Thin Ready implementation starting pointApr 1, 2020
- SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddingsarxiv-2004.08728 Sparse Thin Ready implementation starting pointApr 1, 2020
- Injecting Numerical Reasoning Skills into Language Modelsarxiv-2004.04487 Sparse Thin Ready implementation starting pointApr 1, 2020
- Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational Reasoningarxiv-2004.12193 Sparse Thin Ready implementation starting pointApr 1, 2020
- It Is Not the Journey but the Destination: Endpoint Conditioned Trajectory Predictionarxiv-2004.02025 Sparse Thin Ready implementation starting pointApr 1, 2020
- Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasksarxiv-2004.06165 Sparse Thin Ready implementation starting pointApr 1, 2020
- StyleGAN2 Distillation for Feed-forward Image Manipulationarxiv-2003.03581 Sparse Thin Ready implementation starting pointMar 1, 2020
- Squeezed Deep 6DoF Object Detection Using Knowledge Distillationarxiv-2003.13586 Sparse Thin Ready implementation starting pointMar 1, 2020
- BARK: Open Behavior Benchmarking in Multi-Agent Environmentsarxiv-2003.02604 Sparse Thin Ready implementation starting pointMar 1, 2020
- On Broadcasting Time in the Model of Travelling Agentsarxiv-2003.08501 Sparse Thin Ready implementation starting pointMar 1, 2020
- FACMAC: Factored Multi-Agent Centralised Policy Gradientsarxiv-2003.06709 Sparse Thin Ready implementation starting pointMar 1, 2020
- Technology dictates algorithms: Recent developments in read alignmentarxiv-2003.00110 Sparse Thin Ready implementation starting pointMar 1, 2020
- Deep Relational Reasoning Graph Network for Arbitrary Shape Text Detectionarxiv-2003.07493 Sparse Thin Ready implementation starting pointMar 1, 2020
- Ensemble Slice Sampling: Parallel, black-box and gradient-free inference for correlated & multimodal distributionsarxiv-2002.06212 Sparse Thin Ready implementation starting pointFeb 1, 2020
- UnMask: Adversarial Detection and Defense Through Robust Feature Alignmentarxiv-2002.09576 Sparse Thin Ready implementation starting pointFeb 1, 2020
- Auto-Encoding Twin-Bottleneck Hashingarxiv-2002.11930 Sparse Thin Ready implementation starting pointFeb 1, 2020
- UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generationarxiv-2002.06353 Sparse Thin Ready implementation starting pointFeb 1, 2020
- Query2box: Reasoning over Knowledge Graphs in Vector Space using Box Embeddingsarxiv-2002.05969 Sparse Thin Ready implementation starting pointFeb 1, 2020
- The Alzheimer's Disease Prediction Of Longitudinal Evolution (TADPOLE) Challenge: Results after 1 Year Follow-uparxiv-2002.03419 Sparse Thin Ready implementation starting pointFeb 1, 2020
- Improving Face Recognition from Hard Samples via Distribution Distillation Lossarxiv-2002.03662 Sparse Thin Ready implementation starting pointFeb 1, 2020
- Deep Optimized Multiple Description Image Coding via Scalar Quantization Learningarxiv-2001.03851 Sparse Thin Ready implementation starting pointJan 1, 2020
- Missing-Class-Robust Domain Adaptation by Unilateral Alignment for Fault Diagnosisarxiv-2001.02015 Sparse Thin Ready implementation starting pointJan 1, 2020
- Reasoning on Knowledge Graphs with Debate Dynamicsarxiv-2001.00461 Sparse Thin Ready implementation starting pointJan 1, 2020
- Represented Value Function Approach for Large Scale Multi Agent Reinforcement Learningarxiv-2001.01096 Sparse Thin Ready implementation starting pointJan 1, 2020
- HyperMinHash: MinHash in LogLog spacedoi-10.1109_tkde.2020.2981311 Sparse Thin Ready implementation starting pointJan 1, 2020
- Differentiable Reasoning on Large Knowledge Bases and Natural Languagearxiv-1912.10824 Sparse Thin Ready implementation starting pointDec 17, 2019
- Improving Policies via Search in Cooperative Partially Observable Gamesarxiv-1912.02318 Sparse Thin Ready implementation starting pointDec 5, 2019
- Leveraging Procedural Generation to Benchmark Reinforcement Learningdoi-10.48550_arxiv.1912.01588 Sparse Thin Ready implementation starting pointDec 3, 2019
- Simplified Action Decoder for Deep Multi-Agent Reinforcement Learningarxiv-1912.02288 Sparse Thin Ready implementation starting pointDec 1, 2019
- Interestingness Elements for Explainable Reinforcement Learning: Understanding Agents' Capabilities and Limitationsarxiv-1912.09007 Sparse Thin Ready implementation starting pointDec 1, 2019
- ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Networkarxiv-1912.00862 Sparse Thin Ready implementation starting pointDec 1, 2019
- Online Knowledge Distillation with Diverse Peersarxiv-1912.00350 Sparse Thin Ready implementation starting pointDec 1, 2019
- Disentangle, align and fuse for multimodal and semi-supervised image segmentationarxiv-1911.04417 Sparse Thin Ready implementation starting pointNov 1, 2019
- ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoringarxiv-1911.09785 Sparse Thin Ready implementation starting pointNov 1, 2019
- CenterFace: Joint Face Detection and Alignment Using Face as Pointarxiv-1911.03599 Sparse Thin Ready implementation starting pointNov 1, 2019
- Improving Polyphonic Music Models with Feature-Rich Encodingarxiv-1911.11775 Sparse Thin Ready implementation starting pointNov 1, 2019
- DeepAlign: Alignment-based Process Anomaly Correction using Recurrent Neural Networksarxiv-1911.13229 Sparse Thin Ready implementation starting pointNov 1, 2019
- RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsersarxiv-1911.04942 Sparse Thin Ready implementation starting pointNov 1, 2019
- DeepJSCC-f: Deep Joint Source-Channel Coding of Images with Feedbackarxiv-1911.11174 Sparse Thin Ready implementation starting pointNov 1, 2019
- Contrastive Learning of Structured World Modelsarxiv-1911.12247 Sparse Thin Ready implementation starting pointNov 1, 2019
- PIC: Permutation Invariant Critic for Multi-Agent Deep Reinforcement Learningarxiv-1911.00025 Sparse Thin Ready implementation starting pointNov 1, 2019
- Inductive Relation Prediction by Subgraph Reasoningarxiv-1911.06962 Sparse Thin Ready implementation starting pointNov 1, 2019
- MixNMatch: Multifactor Disentanglement and Encoding for Conditional Image Generationarxiv-1911.11758 Sparse Thin Ready implementation starting pointNov 1, 2019
- Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answeringarxiv-1911.10470 Sparse Thin Ready implementation starting pointNov 1, 2019
- DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighterdoi-10.4230_tgdk.3.3.5 Sparse Thin Ready implementation starting pointOct 2, 2019
- MAVEN: Multi-Agent Variational Explorationarxiv-1910.07483 Sparse Thin Ready implementation starting pointOct 1, 2019
- Learning Fairness in Multi-Agent Systemsarxiv-1910.14472 Sparse Thin Ready implementation starting pointOct 1, 2019
- Code Generation as a Dual Task of Code Summarizationarxiv-1910.05923 Curated Related Thin Ready implementation starting pointOct 1, 2019
- Cross-Lingual Vision-Language Navigationarxiv-1910.11301 Sparse Thin Ready implementation starting pointOct 1, 2019
- JuICe: A Large Scale Distantly Supervised Dataset for Open Domain Context-based Code Generationarxiv-1910.02216 Sparse Thin Ready implementation starting pointOct 1, 2019
- Reducing Overestimation Bias in Multi-Agent Domains Using Double Centralized Criticsarxiv-1910.01465 Sparse Thin Ready implementation starting pointOct 1, 2019
- Contrastive Representation Distillationarxiv-1910.10699 Sparse Thin Ready implementation starting pointOct 1, 2019
- Enhancing the Transformer with Explicit Relational Encoding for Math Problem Solvingarxiv-1910.06611 Sparse Thin Ready implementation starting pointOct 1, 2019
- Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulationarxiv-1910.13616 Sparse Thin Ready implementation starting pointOct 1, 2019
- Nested Named Entity Recognition via Second-best Sequence Learning and Decodingarxiv-1909.02250 Sparse Thin Ready implementation starting pointSep 5, 2019
- Visual Semantic Reasoning for Image-Text Matchingarxiv-1909.02701 Sparse Thin Ready implementation starting pointSep 1, 2019
- C3DPO: Canonical 3D Pose Networks for Non-Rigid Structure From Motionarxiv-1909.02533 Sparse Thin Ready implementation starting pointSep 1, 2019
- An algorithm for DNA read alignment on quantum acceleratorsarxiv-1909.05563 Sparse Thin Ready implementation starting pointSep 1, 2019
- Unified Vision-Language Pre-Training for Image Captioning and VQAarxiv-1909.11059 Sparse Thin Ready implementation starting pointSep 1, 2019
- Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Controlarxiv-1909.02682 Sparse Thin Ready implementation starting pointSep 1, 2019
- Density Encoding Enables Resource-Efficient Randomly Connected Neural Networksarxiv-1909.09153 Sparse Thin Ready implementation starting pointSep 1, 2019
- More About Covariance Descriptors for Image Set Coding: Log-Euclidean Framework based Kernel Matrix Representationarxiv-1909.07273 Sparse Thin Ready implementation starting pointSep 1, 2019