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Showing papers from National Research University Higher School of Economics Show all papers

78%Highly rated
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NeurIPS 2026HSEHigher School of EconomicsU EdinburghNational Research University HigFlow matching

Stop the Sampler! Classifier-Based Adaptive Stopping for Sampling Kernels

Classifier-based adaptive stopping treats MCMC trajectory termination as learnable via GFlowNets, reducing trajectory lengths while improving mode coverage and mixing.

Kirill Korolev, Nikita Morozov, Stepan Pavlenko, Esmeralda S Whitammer and 1 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · 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 4/5
medium 7/10
strict 0/5
74%Highly rated
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NeurIPS 2026Google DeepMindNVIDIAHigher School of EconomicsHigher School of Economics, HighHSEFlow matching

gfnx: Fast and Scalable Library for Generative Flow Networks in JAX

gfnx is a JAX library for training and evaluating GFlowNets that achieves up to 80x speedups over PyTorch benchmarks across diverse tasks.

Daniil Tiapkin, Artem Agarkov, Nikita Morozov, Ian Maksimov and 3 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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9/20 AI panelreviewers recommend it

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AI panel: 9 of 20 reviewers recommend it
lenient 3/5
medium 4/10
strict 2/5