…increasing per-agent steps consistently improves both effectiveness and efficiency, a new scaling dimension orthogonal to and composable with agent-count scaling . View arXiv page View PDF Project page GitHub 34 Add…
…Xingyuan Hua , , Abstract Agents use variational inference to evaluate exploratory actions and selectively explore only when uncertainty is high, improving performance on text-based and GUI-based benchmarks. AI-generated summary Recent…
…Siyuan Guo , , , , Abstract Deployment-time learning enables large language model agents to adapt continuously during operation through episodic memory and contextual bandit optimization, improving performance across diverse tasks. AI-generated summary Large…
…A Hierarchical Skill Consolidation Framework for Self-Evolving Agents (2026) SkillRevise: Improving LLM-Authored Agent Skills via Trace-Conditioned Skill Revision (2026) Please give a thumbs up to this comment if you…
…prefix-based execution control to reduce task execution and improve plan validity in industrial LLM agent systems. AI-generated summary Industrial LLM agent systems often separate planning from execution, yet LLM planners…
…A Neuro-Symbolic Dual Memory Framework for Long-Horizon LLM Agents (2026) Experiential Reflective Learning for Self-Improving LLM Agents (2026) APEX-EM: Non-Parametric Online Learning for Autonomous Agents via Structured…
…Across these settings, we find that agentic harnesses can push the frontier on deontic reasoning tasks, but improvements are not uniform: weaker models often degrade on numerical tasks while consuming far more…
…information that downstream agents may not be able to re-observe are retained and passed forward through the manager and DAG structure. We demonstrate that MACU consistently improves over strong single-agent…
…structural agentic workflow for multimodal information seeking that improves accuracy over existing vision-language models and deep research agents. Generated by Qwen/Qwen2.5-Coder-32B-Instruct Deep research agents have attracted…
…Improving Review Substantiveness with Rubric-Guided, Tool-Integrated Agents (2026) EGTR-Review: Efficient Evidence-Grounded Scientific Peer Review Generation via Multi-Agent Teacher Distillation (2026) Can AI Review Improve Paper Drafting? An…