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Nikolay Malkin — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Nikolay Malkin
25
papers ·
105
citations ·
9
h-index
Edinburgh College · Chancellor University · University of Edinburgh
Google Scholar ↗
Semantic Scholar ↗
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Most-cited papers
Recursive Self-Aggregation Unlocks Deep Thinking in Large Language Models
2025 · 12 citations
Better Training of GFlowNets with Local Credit and Incomplete Trajectories
2023 · 2 citations
Discrete Probabilistic Inference as Control in Multi-path Environments
2024 · 1 citations
Amortizing intractable inference in diffusion models for vision, language, and control
2024 · 1 citations
Likelihood hacking in probabilistic program synthesis
2026
A Comedy of Estimators: On KL Regularization in RL Training of LLMs
2025
Discrete Compositional Generation via General Soft Operators and Robust Reinforcement Learning
2025
Solving Bayesian inverse problems with diffusion priors and off-policy RL
2025
Adaptive teachers for amortized samplers
2024
Action abstractions for amortized sampling
2024
Top co-authors
Yoshua Bengio
· 8
Moksh Jain
· 5
Emmanuel Bengio
· 4
Glen Berseth
· 4
Sarthak Mittal
· 4
Siddarth Venkatraman
· 4
Jarrid Rector-Brooks
· 3
Minsu Kim
· 3
Alexandre Adam
· 2
Bhavya Kailkhura
· 2
Johan Obando-Ceron
· 2
Luca Scimeca
· 2
Topics
Model-Based RL
Exploration
cs.LG
Offline RL
Policy Gradient
Meta-RL
cs.PL
cs.AI
Safe RL
Value-Based