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Nikolay Malkin

Identifiers

  • name variant Nikolay Malkin 0.60 · backfill

Papers (55)

  1. How to Approximate Inference with Subtractive Mixture Models cs.LG · 2026 · author #5
  2. Multi-Marginal Flow Matching with Adversarially Learnt Interpolants cs.LG · 2025 · author #6
  3. Data-to-Energy Stochastic Dynamics cs.LG · 2025 · author #2
  4. Adaptive Destruction Processes for Diffusion Samplers cs.LG · 2025 · author #8
  5. On Designing Diffusion Autoencoders for Efficient Generation and Representation Learning cs.LG · 2025 · author #2
  6. Fast Flow-based Visuomotor Policies via Conditional Optimal Transport Couplings cs.RO · 2025 · author #2
  7. Solving Bayesian inverse problems with diffusion priors and off-policy RL cs.LG · 2025 · author #17
  8. Learning Decision Trees as Amortized Structure Inference cs.LG · 2025 · author #7
  9. In-Context Parametric Inference: Point or Distribution Estimators? cs.LG · 2025 · author #3
  10. Outsourced diffusion sampling: Efficient posterior inference in latent spaces of generative models cs.LG · 2025 · author #8
  11. Mixtures of In-Context Learners cs.CL · 2024 · author #4
  12. Action abstractions for amortized sampling cs.LG · 2024 · author #6
  13. Proof Flow: Preliminary Study on Generative Flow Network Language Model Tuning for Formal Reasoning cs.CL · 2024 · author #5
  14. Adaptive teachers for amortized samplers cs.LG · 2024 · author #9
  15. Can a Bayesian Oracle Prevent Harm from an Agent? cs.AI · 2024 · author #3
  16. On Generalization for Generative Flow Networks cs.LG · 2024 · author #2
  17. Amortizing intractable inference in diffusion models for vision, language, and control cs.LG · 2024 · author #15
  18. Learning diverse attacks on large language models for robust red-teaming and safety tuning cs.CL · 2024 · author #10
  19. Machine learning and information theory concepts towards an AI Mathematician cs.AI · 2024 · author #2
  20. Discrete Probabilistic Inference as Control in Multi-path Environments cs.LG · 2024 · author #3
  21. V-STaR: Training Verifiers for Self-Taught Reasoners cs.LG · 2024 · author #3
  22. Iterated Denoising Energy Matching for Sampling from Boltzmann Densities cs.LG · 2024 · author #11
  23. Improved off-policy training of diffusion samplers cs.LG · 2024 · author #9
  24. PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation stat.ML · 2024 · author #3
  25. Improving Gradient-guided Nested Sampling for Posterior Inference cs.LG · 2023 · author #2
  26. PhyloGFN: Phylogenetic inference with generative flow networks q-bio.PE · 2023 · author #4
  27. Amortizing intractable inference in large language models cs.LG · 2023 · author #7
  28. Expected flow networks in stochastic environments and two-player zero-sum games cs.LG · 2023 · author #7
  29. Delta-AI: Local objectives for amortized inference in sparse graphical models cs.LG · 2023 · author #3
  30. Discrete, compositional, and symbolic representations through attractor dynamics cs.AI · 2023 · author #3
  31. Simulation-free Schr\"odinger bridges via score and flow matching cs.LG · 2023 · author #2
  32. Thompson sampling for improved exploration in GFlowNets cs.LG · 2023 · author #7
  33. BatchGFN: Generative Flow Networks for Batch Active Learning cs.LG · 2023 · author #5
  34. Joint Bayesian Inference of Graphical Structure and Parameters with a Single Generative Flow Network cs.LG · 2023 · author #4
  35. Let the Flows Tell: Solving Graph Combinatorial Optimization Problems with GFlowNets cs.LG · 2023 · author #3
  36. GFlowNet-EM for learning compositional latent variable models cs.LG · 2023 · author #2
  37. Better Training of GFlowNets with Local Credit and Incomplete Trajectories cs.LG · 2023 · author #2
  38. Improving and generalizing flow-based generative models with minibatch optimal transport cs.LG · 2023 · author #3
  39. A theory of continuous generative flow networks cs.LG · 2023 · author #9
  40. Posterior samples of source galaxies in strong gravitational lenses with score-based priors astro-ph.IM · 2022 · author #3
  41. GFlowOut: Dropout with Generative Flow Networks cs.LG · 2022 · author #7
  42. ThinkSum: Probabilistic reasoning over sets using large language models cs.CL · 2022 · author #2
  43. GFlowNets and variational inference cs.LG · 2022 · author #1
  44. Learning GFlowNets from partial episodes for improved convergence and stability cs.LG · 2022 · author #9
  45. Unifying Generative Models with GFlowNets and Beyond cs.LG · 2022 · author #3
  46. Diffusion models as plug-and-play priors cs.LG · 2022 · author #2
  47. Resolving label uncertainty with implicit posterior models cs.LG · 2022 · author #2
  48. Generative Flow Networks for Discrete Probabilistic Modeling cs.LG · 2022 · author #2
  49. Trajectory balance: Improved credit assignment in GFlowNets cs.LG · 2022 · author #1
  50. Coherence boosting: When your pretrained language model is not paying enough attention cs.CL · 2021 · author #1
  51. Studying word order through iterative shuffling cs.CL · 2021 · author #1
  52. High-resolution land cover change from low-resolution labels: Simple baselines for the 2021 IEEE GRSS Data Fusion Contest cs.CV · 2021 · author #1
  53. Motivic fundamental groups of CM elliptic curves and geometry of Bianchi hyperbolic threefolds math.AG · 2020 · author #1
  54. Mining self-similarity: Label super-resolution with epitomic representations cs.CV · 2020 · author #1
  55. Shuffle relations for Hodge and motivic correlators math.AG · 2020 · author #1

Mentions

  • 2510.01159 #6 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2509.26364 #2 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2402.04355 #3 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2506.01541 #8 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2502.06999 #8 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2410.01432 #9 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2503.09746 #17 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2503.06985 #7 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2405.18540 #10 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2402.05098 #9 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2405.20971 #15 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2411.02830 #4 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2410.15184 #6 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2410.13224 #5 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2407.03105 #2 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2201.13259 #1 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2306.15058 #5 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2210.12928 #7 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2209.12782 #9 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2301.12594 #9 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2210.00580 #1 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2209.02606 #3 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2206.09012 #2 · arxiv_oai · confidence 0.70 Nikolay Malkin
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  • 2202.14000 #2 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2202.01361 #2 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2110.08294 #1 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2004.11498 #1 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2109.04867 #1 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2101.01154 #1 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2010.07238 #1 · arxiv_oai · confidence 0.70 Nikolay Malkin
  • 2003.06521 #1 · arxiv_oai · confidence 0.70 Nikolay Malkin

Frequent Coauthors