Sachin Konan

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How much of a peer-review decision can be predicted from the paper alone? PaperScorer reads a fully anonymized paper as extracted text or as page screenshots and predicts its accept or reject decision. Vision models are the most predictive, and their confidence is calibrated.

Building a reinforcement-learning stack for large language models on TPU v5p: SkyRL, MaxText, tunix, vLLM, and the memory engineering behind going from 512 to 22,528 tokens.

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