PACT: Certifying What Is Written in Parallel Decoding of Diffusion Language Models
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Shared Context Candidate Scoring with Jointly Adapted Readout Networks
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Predictive gains, causal losses: why interventional competence cannot be learned from data alone
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Generalizable AI-Generated Image Detection with Embedding-Space Explanations
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Co-Occurrence Priors Override Visual Spatial Evidence: Understanding False Alarms in Vision-Language Models for Construction Struck-By Hazard Detection
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Swapping the Judge Changes the Ranking: A Preregistered Study of Cross-Provider Replication in LLM-Judged System Comparisons
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Evaluation Contracts and Evaluation Leverage: Sliced-Gap Readings in Structured Prediction Can Move Without Model Change
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ProofPaths: An AI Agent Framework for Assessing Student Reasoning
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What Remains in Sight? Autoregressive Video Decoding as Representation-Guided Context Rewriting
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Where Do Distilled Students Store Thinking?
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Length Is Cheap, Competition Is Not: Attention Predicts Context Rot in Retrieval
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Recursa: Toward Recursively Self-Improving Foundation Model Systems
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