arXiv Artificial IntelligenceTrain the Model, Not the Reader: Decodability Supervision for Verifiable Activation Explanations
arXiv:2607.20379v2 Announce Type: replace Abstract: Natural-language autoencoders score explanations of…
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arXiv Artificial IntelligencearXiv Artificial IntelligenceReasFlow: Assisting Reasoning-Centric Scientific Discovery in Applied Mathematics via a Knowledge-Based Multi-Agent System
arXiv:2607.14178v3 Announce Type: replace Abstract: Recent advances in Large Language Models have fueled…
arXiv Artificial IntelligenceChainWorld: Composing Long-Horizon Desktop Workloads from Atomic OSWorld Tasks
arXiv:2606.21654v2 Announce Type: replace Abstract: Computer use agents are evaluated almost exclusively on…
arXiv Artificial IntelligenceA Framework for Measuring Appropriate Reliance on Set-Valued AI Advice
arXiv:2606.06081v2 Announce Type: replace Abstract: Appropriate reliance on AI advice has become a central…
arXiv Artificial IntelligenceRULER: Representation-Level Verification of Machine Unlearning
arXiv:2605.27569v3 Announce Type: replace Abstract: Machine unlearning aims to remove the influence of…
arXiv Artificial IntelligenceMBABench: Evaluating LLM Agents on End-to-End Spreadsheet Tasks in Finance
arXiv:2605.22664v5 Announce Type: replace Abstract: LLM agents are increasingly expected to carry out…
arXiv Artificial IntelligenceEvent-Causal RAG: A Retrieval-Augmented Generation Framework for Long Video Reasoning in Complex Scenarios
arXiv:2605.06185v2 Announce Type: replace Abstract: Large vision-language models perform well on short- and…
arXiv Artificial IntelligenceWhen Audio-Language Models Fail to Leverage Multimodal Context for Dysarthric Speech Recognition
arXiv:2605.02782v2 Announce Type: replace Abstract: Automatic speech recognition (ASR) systems remain brittle…
arXiv Artificial IntelligenceInterval POMDP Shielding for Imperfect-Perception Agents
arXiv:2604.20728v2 Announce Type: replace Abstract: Autonomous systems that rely on learned perception can…
arXiv Artificial IntelligenceFrom Multi-Agent to Single-Agent: When Is Skill Distillation Beneficial?
arXiv:2604.01608v5 Announce Type: replace Abstract: Multi-agent systems (MAS) for structured data-science…
arXiv Artificial IntelligenceConformal Policy Control
arXiv:2603.02196v4 Announce Type: replace Abstract: An agent must try new behaviors to explore and improve…
arXiv Artificial IntelligenceHybrid Reinforcement Learning and Search for Flight Trajectory Planning
arXiv:2509.04100v3 Announce Type: replace Abstract: This paper explores the combination of Reinforcement…
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