Lost in the Request: How Communication Variation Disrupts Retrieval and Action in Email Agents
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FUSEye: Training-Light Fisheye Detection with Overlapping Views and Zero-Initialized Adapters
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Output Language Confusion under Multilingual Prompt Contamination
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From Behavior to Provenance: Attributing Tabular Foundation Models to Synthetic Pretraining Data
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Evaluating VQA in Vision Language Models using Cooperative Principles
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Coherence-Driven Belief Formation and Population Dynamics of Contagion in LLM Agents
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Seeing, Saying, but Not Using: From Reportable Spatial Facts to Usable States in Multimodal Large Language Models
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Spend Teacher Tokens Where They Matter: Success-Referenced On-Policy Distillation
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Learning to Revise Reasoning with Segment-wise On-Policy Distillation
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Ego2World: Compiling Egocentric Cooking Videos into Executable Worlds for Belief-State Planning
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Why Does Adaptive Batching Help LLM Pretraining? A Perspective from Unbounded Variance
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Latent-MOPD: Latent Multi-Teacher On-Policy Distillation
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