arXiv Artificial IntelligenceEvolving Agents in the Dark: Retrospective Harness Optimization via Self-Preference
arXiv:2606.05922v3 Announce Type: replace Abstract: AI agents rely on a harness of skills, tools, and…
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arXiv Artificial IntelligencearXiv Artificial IntelligencePerceive Before Reasoning: A Pre-Reasoning Perception Framework for Efficient and Reliable Proactive Mobile Agents
arXiv:2606.03236v2 Announce Type: replace Abstract: Multimodal large language models (MLLMs) have…
arXiv Artificial IntelligenceHandoff Debt: The Rediscovery Cost When Coding Agents Take Over Interrupted Tasks
arXiv:2606.02875v2 Announce Type: replace Abstract: Coding-agent benchmarks evaluate whether a single…
arXiv Artificial IntelligenceHidden Thoughts Are Not Secret: Reasoning Trace Exposure in LLMs
arXiv:2606.00642v2 Announce Type: replace Abstract: Reasoning traces have become a valuable form of learning…
arXiv Artificial IntelligenceSelf-Correction Can Amplify Hallucinations: Fact-Level Repair with Graph-Based Evidence Routing in Multimodal Generation
arXiv:2606.00232v2 Announce Type: replace Abstract: We study fact-level repair for multimodal generation…
arXiv Artificial IntelligenceWhen Should Models Change Their Minds? Contextual Belief Management in Large Language Models
arXiv:2605.30219v2 Announce Type: replace Abstract: Long-horizon interactions require language models to…
arXiv Artificial IntelligenceVLA-Trace: Diagnosing Vision-Language-Action Models through Representation and Behavior Tracing
arXiv:2605.30117v2 Announce Type: replace Abstract: Understanding how Vision-Language-Action (VLA) models…
arXiv Artificial IntelligenceCitation-Closure Retrieval and Per-Rule Attribution for Real-World Regulatory Compliance Question Answering
arXiv:2605.29742v2 Announce Type: replace Abstract: Deploying Large Language Models (LLMs) for regulatory…
arXiv Artificial IntelligenceAdopt $\neq$ Adapt: Longitudinal Analyses of LLM Conversations in the Wild
arXiv:2605.29018v2 Announce Type: replace Abstract: Although a growing body of research has begun to describe…
arXiv Artificial IntelligenceZipping the Thought: When and How Compressed Reasoning Data Works in LLM Post-Training
arXiv:2605.28008v2 Announce Type: replace Abstract: Large language models (LLMs) can now solve complex…
arXiv Artificial IntelligenceAsyncTool: Evaluating the Asynchronous Function Calling Capability under Multi-Task Scenarios
arXiv:2605.27995v3 Announce Type: replace Abstract: Large language model (LLM)-based agents have shown strong…
arXiv Artificial IntelligenceVeriTrace: Evolving Mental Models for Deep Research Agents
arXiv:2605.26081v2 Announce Type: replace Abstract: Deep research agents face vast, interdependent, and…
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