…View arXiv page View PDF Project page GitHub 7 Add to collection Community The code has been open-sourced. Get this paper in your agent: hf papers read 2605.11354 Don't…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Long-horizon search agents accumulate large amounts of retrieved content across many tool calls, making context-budget efficiency increasingly important. A minimal intervention is…
…We show this in an agent-based model where N=240 learning agents on a community-structured network each post harmless, productive, or dangerous content, and a regulator removes or penalizes whatever…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Monitoring autonomous language model agents currently relies mostly on surface behavior. But what happens when agent populations invent new languages with the goal of…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Medical tabular data are ubiquitous in clinical research, but deep learning for tables remains underexplored because reliable labels often require costly expert adjudication, even…
…Quantized RL (2026) Reformulate LLM Reinforcement Learning for Efficient Training under Black-box Discrepancy (2026) Rethinking the Divergence Regularization in LLM RL (2026) Policy and World Modeling Co-Training for Language Agents…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Multi-model LLM systems such as routing , voting , cascades , fusion , and mixture-of-agents are used to beat single-model accuracy . We show that…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct We introduce CausaLab, a scalable environment for evaluating interactive causal discovery by LLM agents. Unlike prior evaluations, CausaLab evaluates both whether an agent can…
…Measuring and Enforcing Quantitative Goal Persistence in Long-Horizon LLM Agents (2026) RubricRefine: Improving Tool-Use Agent Reliability with Training-Free Pre-Execution Refinement (2026) SPEAR: Code-Augmented Agentic Prompt Optimization (2026…
…by launch overheads and quantization efficiency varying significantly across hardware platforms. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Physical AI systems, including robots, autonomous vehicles, embodied agents and edge copilots, often…