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Valid Necessary: Diagnosing Latent Inefficiency in Chain-of-Thought
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LaGuadia Language-Guided Adaptive Distillation from Pathology Foundation Models
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PREF-Gate Provenance-Constrained Relational Evidence Fusion with Validation-Gated Selection for Graph Fraud Detection
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ProgramTab Boosting Table Reasoning of LLMs via Programmatic Paradigm
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Decoupling Corruption and Horizon in Robust Contextual Pricing
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Randomization Helps in Online Graph Exploration: Breaking the Deterministic Lower Bound on Cycles
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SCALECUA: Scaling Computer Use Agents with Verifiable Task Synthesis and Efficient Online RL
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What We Talk About When We Talk About LLM Planning Evidence for Two Distinct Planning Abilities
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