…Across SWE-bench Multilingual , SWE-bench Pro , and SWE-QA , integrating FastContext into Mini-SWE-Agent improves end-to-end resolution rates up to 5.5\% while reducing coding-agent token consumption…
…input token consumption decreases by up to 26% while issue-resolution accuracy is maintained or improved. Visualization is most useful during fault localization and when the agent autonomously controls exploration depth . These…
…Chung-En Sun , , Abstract Tool-calling language model agents exhibit improved safety after initial interactions, with a systematic benchmark demonstrating enhanced security through prior task completion. Generated by Qwen/Qwen2.5-Coder…
…We propose Knowledge-Oriented Behavior Exploration (UI-KOBE), a framework that improves lightweight mobile GUI agents with reusable app-specific graph knowledge. UI-KOBE first autonomously explores a mobile application and constructs…
…Haoqin Tu , , , , , , , , , , , , , , , , Abstract VisualClaw is a self-evolving multimodal agent that reduces deployment costs through hybrid encoding and skill evolution while improving video-QA accuracy across multiple benchmarks. Generated by Qwen/Qwen2…
…View arXiv page View PDF GitHub 5 Add to collection Community SkillGrad views agent skills as optimizable parameters and improves them through iterative trajectory analysis, textual momentum, and skill patching. It significantly…
…Self-Organizing Agent Teams for Long-Running Scientific Experimentation (2026) PACEvolve++: Improving Test-time Learning for Evolutionary Search Agents (2026) AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration (2026) Auto Research…
…it improves ALFWorld success by 21.4 and 13.4 points on the seen and unseen splits with 64.1% fewer prefill tokens, and improves Search-QA exact match by 3.0…
…Across 8 multimodal deep search benchmarks, ODE improves the Qwen3-VL-8B agent from 24.9% to 39.0% on average, surpassing Gemini-2.5 Pro in standard agent-workflow setting (37…
…Across the challenging long-horizon settings we study, AgentFugue improves over strong baselines. Our results suggest that collective reasoning can turn scaling out peer agent systems into a distinct source of capability…
