ishida lab @ UTokyo

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1. irreducible irreducible Public

   [ICLR 2023] Is the Performance of My Deep Network Too Good to Be True? A Direct Approach to Estimating the Bayes Error in Binary Classification

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   [ICML 2026] CapBencher toolkit: Give your LLM benchmark a built-in alarm for leakage and gaming

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3. ProbabilityBench ProbabilityBench Public

   ProbabilityBench: Evaluating Jev and Other Decision Models on True Probabilities

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4. iw-dpo iw-dpo Public

   [TMLR 2025] Importance Weighting for Aligning Language Models under Deployment Distribution Shift

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5. capcode capcode Public

   [NeurIPS 2026] CapCode: Detecting cheating in coding agents with capped, randomized tests

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6. capreward capreward Public

   [NeurIPS 2026] CapReward: Penalizing implausibly high pass rates to prevent reward hacking in coding RL

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