arXiv

Selective Agent Guidance via Entropy: Learning Autonomous Policies from Imperfect VLM Teachers

Vision-Language Models (VLMs) provide useful priors for interactive decision-making, but using them directly as polic...

AI 聚合
2026-09-02
arXiv

Scaling Near-Optimal SFT-RL Annotation Budget Allocation from Small to Large LLMs

How to divide a fixed annotation budget between supervised fine-tuning (SFT) and reinforcement learning (RL) during L...

AI 聚合
2026-09-02
arXiv

Designing Proactive Thought Partners for Writing

Writing involves diverse cognitive activities, from ideation to revision, and writers' needs vary across individuals ...

AI 聚合
2026-09-02
arXiv

Mechanism Design for Alignment and Control

We develop a framework for mechanism design with AI agents whose alignment (preferences) and capabilities (feasible a...

AI 聚合
2026-09-02
arXiv

The Rise of Verbal Reinforcement Learning

Natural language is emerging as a primary feedback channel for improving language agents, capable of conveying intent...

AI 聚合
2026-09-02
arXiv

CordisBench: Can Language Models Reason About Component Lifecycles in Dynamic Agent Harnesses?

Dynamic agent harnesses let language models change the software that shapes their own execution. This flexibility bri...

AI 聚合
2026-09-02
arXiv

Adaptive Critical Token-Aware Retrieval for Repository-Level Code Generation

The repository-level code generation task requires synthesizing code that satisfies task requirements while remaining...

AI 聚合
2026-09-02
arXiv

Efficient SWE Agent Benchmarking via Trajectory-Aware Evaluation

Evaluating software engineering agents on realistic benchmarks is costly, since each task may require multi-step code...

AI 聚合
2026-09-02
HuggingFace

The Mechanics of Democratic Dominance: A System Dynamics Paradigm for Dynamic Consent Engineering

Traditional frameworks of political communication operate under linear, event-driven assumptions that treat voter per...

AI 聚合
2026-09-02
HuggingFace

InternReviewer & InternAdvocate: Objective Reward and Evaluation for Agentic Reinforcement Learning in Peer Review and Rebuttal

Generating professional scholarly content, such as peer reviews and rebuttals, requires an intricate synergy between ...

AI 聚合
2026-09-02
HuggingFace

ReFlowSET: Representation-Aligned Latent Flow Matching for SAR-to-EO Image Translation

SAR-to-EO image translation aims to generate electro-optical (EO) imagery from synthetic aperture radar (SAR) observa...

AI 聚合
2026-09-02
HuggingFace

EM^2Mem: Event-Centric Multimodal Memory for Large Language Models

Multimodal memory offers a scalable interface for long-video question answering, but existing methods often retrieve ...

AI 聚合
2026-09-02
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