Decoupling Memory from Context: Structured Memory for Token-Efficient Test-Time Continual Learning
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New papers, breakthroughs and academic AI research
Mitigating Convergence Collapse in Fixed-Target Anomaly Detectors via Kernel-Anchored Locality Regularization
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ArrivalBench: Agent-Generated Data Pipelines Are Correct Once and Wrong Under Time
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CuBEs: Culturally-Situated Behavioral Evaluations and the Limitations of Culture-Blind LLM Judges
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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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