HFEPX Weekly Archive: 2025-W06

Researcher Quick Triage

Use this archive page for time-slice monitoring (what changed in evaluation methods, metrics, and protocol quality this period). Quality band: Medium .

• 0 papers report explicit quality controls for this archive period.
• Prioritize papers with both benchmark and metric anchors for reliable longitudinal comparisons.

Primary action: Use this slice as early signal only; benchmark/metric anchoring is limited for rigorous period-over-period claims.

Why This Time Slice Matters

• 25% of papers report explicit human-feedback signals, led by demonstration data.
• automatic metrics appears in 50% of papers in this hub.
• multi-agent setups appears in 8.3% of papers, indicating agentic evaluation demand.

Protocol Takeaways For This Period

• Quality-control reporting is sparse in this slice; prioritize papers with explicit calibration or adjudication steps.
• Rater context is mostly domain experts, and annotation is commonly mixed annotation units; use this to scope replication staffing.
• Track metric sensitivity by reporting both accuracy and latency.

Start Here (Highest-Signal Papers In This Slice)

Ranked by protocol completeness and evidence density for faster period-over-period review.

• VolleyBots: A Testbed for Multi-Drone Volleyball Game Combining Motion Control and Strategic Play

  Feb 4, 2025 · Citations: 0 · Score: 3.9

  Eval: Automatic Metrics, Simulation Env · Metrics: Win rate

• MoEMba: A Mamba-based Mixture of Experts for High-Density EMG-based Hand Gesture Recognition

  Feb 9, 2025 · Citations: 0 · Score: 2.9

  Eval: Automatic Metrics · Metrics: Accuracy

• Unbiased Sliced Wasserstein Kernels for High-Quality Audio Captioning

  Feb 8, 2025 · Citations: 0 · Score: 2.9

  Eval: Automatic Metrics · Metrics: Accuracy

• vCache: Verified Semantic Prompt Caching

  Feb 6, 2025 · Citations: 0 · Score: 2.9

  Eval: Automatic Metrics · Metrics: Error rate, Latency

• FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acceleration

  Feb 3, 2025 · Citations: 0 · Score: 2.9

  Eval: Automatic Metrics · Metrics: Accuracy, Latency

• Dual-IPO: Dual-Iterative Preference Optimization for Text-to-Video Generation

  Feb 4, 2025 · Citations: 0 · Score: 2.4

  Eval: Automatic Metrics · Metrics: Not reported

Protocol Matrix (Top 10)

Quickly compare method ingredients across this archive slice.

Papers In This Archive Slice

• MoEMba: A Mamba-based Mixture of Experts for High-Density EMG-based Hand Gesture Recognition

  Mehran Shabanpour, Kasra Rad, Sadaf Khademi, Arash Mohammadi · Feb 9, 2025 · Citations: 0

  High-Density surface Electromyography (HDsEMG) has emerged as a pivotal resource for Human-Computer Interaction (HCI), offering direct insights into muscle activities and motion intentions.

• Unbiased Sliced Wasserstein Kernels for High-Quality Audio Captioning

  Manh Luong, Khai Nguyen, Dinh Phung, Gholamreza Haffari, Lizhen Qu · Feb 8, 2025 · Citations: 0

  Our kernel also improves the reasoning accuracy of the MMAU-test-mini benchmarks by 4\%.

• Oracular Programming: A Modular Foundation for Building LLM-Enabled Software

  Jonathan Laurent, André Platzer · Feb 7, 2025 · Citations: 0

  Demonstrations Web Browsing

  We propose oracular programming: a foundational paradigm for integrating traditional, explicit computations with inductive oracles such as LLMs.

• vCache: Verified Semantic Prompt Caching

  Luis Gaspar Schroeder, Aditya Desai, Alejandro Cuadron, Kyle Chu, Shu Liu · Feb 6, 2025 · Citations: 0

  We release the vCache implementation and four benchmarks to support future research.

• AStar: Boosting Multimodal Reasoning with Automated Structured Thinking

  Jinyang Wu, Mingkuan Feng, Guocheng Zhai, Shuai Zhang, Zheng Lian · Feb 4, 2025 · Citations: 0
• Dual-IPO: Dual-Iterative Preference Optimization for Text-to-Video Generation

  Xiaomeng Yang, Mengping Yang, Jia Gong, Luozheng Qin, Zhiyu Tan · Feb 4, 2025 · Citations: 0

  Pairwise Preference

  However, they usually fail to produce satisfactory outputs that are aligned to users' authentic demands and preferences.

• FinBloom: Knowledge Grounding Large Language Model with Real-time Financial Data

  Ankur Sinha, Chaitanya Agarwal, Pekka Malo · Feb 4, 2025 · Citations: 0
• VolleyBots: A Testbed for Multi-Drone Volleyball Game Combining Motion Control and Strategic Play

  Zelai Xu, Ruize Zhang, Chao Yu, Huining Yuan, Xiangmin Yi · Feb 4, 2025 · Citations: 0

  Demonstrations Multi Agent

  We provide a comprehensive suite of tasks ranging from single-drone drills to multi-drone cooperative and competitive tasks, accompanied by baseline evaluations of representative reinforcement learning (RL), multi-agent reinforcement…

• Preference Leakage: A Contamination Problem in LLM-as-a-judge

  Dawei Li, Renliang Sun, Yue Huang, Ming Zhong, Bohan Jiang · Feb 3, 2025 · Citations: 0
• Intrinsic Entropy of Context Length Scaling in LLMs

  Jingzhe Shi, Qinwei Ma, Hongyi Liu, Hang Zhao, Jeng-Neng Hwang · Feb 3, 2025 · Citations: 0

  Abstract shows limited direct human-feedback or evaluation-protocol detail; use as adjacent methodological context.

• Polynomial, trigonometric, and tropical activations

  Ismail Khalfaoui-Hassani, Stefan Kesselheim · Feb 3, 2025 · Citations: 0
• FastKV: Decoupling of Context Reduction and KV Cache Compression for Prefill-Decoding Acceleration

  Dongwon Jo, Jiwon Song, Yulhwa Kim, Jae-Joon Kim · Feb 3, 2025 · Citations: 0

  Abstract shows limited direct human-feedback or evaluation-protocol detail; use as adjacent methodological context.

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