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Subramanian Chidambaram

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#artificial intelligence Preprint Sep 2026

From Self-Distillation to Self-Practice: Privileged Information for Multi-Turn Agents

Privileged Self-Practice (PSP), which keeps the PI and moves it from the loss to the sampler and is the only method that consistently outperforms plain GRPO, improving task-goal completion on AppWorld and the resolved rate by up to 61% on SWE-bench Verified.

Xing-Yu Su, Abhishek Kumar, Qing Ping et al. · 0 citations
Jul 2026

PERSONAJUDGE: Simulating Individual Human Preference Judgments with Evaluator-Specific Demonstration Data

A novel simulation approach that combines categorical judgments with evaluator-specific auxiliary data--retrospective reasoning traces and interface telemetry--to enable LLM-based simulation of individual evaluators via in-context learning is proposed.

Zeyu He, Xuan Qi, Subramanian Chidambaram et al. · 0 citations

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