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EMNLPFindingsU VirginiaNetflixMicrosoftU WashingtonLLM reasoning & chain of thought

TeacherGRPO: Closing the Capacity Gap in Reasoning Distillation via Teacher Alignment

TeacherGRPO aligns teachers to student distributions via reinforcement learning to overcome reasoning distillation's Gap Curse and improves student performance.

Zhenyu Lei, Zihan Chen, Yaochen Zhu, Shangbin Feng and 4 more

Published Aug 20, 2026 · 0 citations

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14/20 AI panelreviewers recommend it

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 1/5
78%Highly rated
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NeurIPS 2026U WashingtonNetflix & CornellNetflixImitation learning

Inverse Reinforcement Learning with Just Classification and a Few Regressions

GenPQR reduces inverse reinforcement learning to policy estimation via classification followed by Q-function regression, yielding modular finite-sample guarantees and improved reward recovery across continuous action spaces.

Lars van der Laan, Nathan Kallus, Aurelien Bibaut

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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11/20 AI panelreviewers recommend it

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AI panel: 11 of 20 reviewers recommend it
lenient 3/5
medium 6/10
strict 2/5
78%Highly rated
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NeurIPS 2026BoltU AlbertaNetflixPolitecnico di MilanoLearning theory

The Minimax Rate of Second-Order Calibration

Sech perturbation kernels make calibration functions analytic, enabling polynomial regression to estimate second-order calibration error at the minimax optimal rate of tilde O(1/sqrt(n)). This yields the first finite-sample guarantee for second-order Platt scaling and a bucket-free calibration defin

Kamil Ciosek, Banafsheh Rafiee, Sina Ghiassian, Nicolò Felicioni

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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11/20 AI panelreviewers recommend it

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AI panel: 11 of 20 reviewers recommend it
lenient 1/5
medium 7/10
strict 3/5