ReCast: Contract-Preserving Protection for Fixed-Interface Multimodal Reasoning
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OverAct: Measuring and Mitigating Proactive Over-Authorization in LLM Tool-Calling Agents
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Kernelized Activation Steering
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A Safe Prototype Is Not a Safety Direction: Reference Dependence and Prompt Confounds in Response-Safety Embeddings
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Counterfactual Generation via Flow Matching: Coupling-Sensitive End-to-End Rates
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Where-OPD: Spatially Guided On-Policy Self-Distillation of MLLMs with Synthetic Scenes
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Groundability, Not Scale Alone: When Weak Reviewers Can Audit Strong Coding Agents
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TOAST: Stochastic Robot Action Tokenization for Autoregressive Vision-Language-Action Models
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Towards Hierarchical Cyber Defense with Large Language Models: From Planning to Execution
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Understanding Issues, Causes and Solutions in Open-Source LLM-based Multi-Agent Systems
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Persistent Depth Ordering amid Shifting Block-Bypass Responses in Language Model Pretraining
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FORALL-LEAN-AGENT for Auditable Reasoning in Formal Mathematics and Software Verification
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