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Nikolay Malkin
Nikolay Malkin
Mila
Verified email at mila.quebec - Homepage
Title
Cited by
Cited by
Year
Diffusion models as plug-and-play priors
A Graikos, N Malkin, N Jojic, D Samaras
Advances in Neural Information Processing Systems 35, 14715-14728, 2022
1262022
Large scale high-resolution land cover mapping with multi-resolution data
C Robinson, L Hou, K Malkin, R Soobitsky, J Czawlytko, B Dilkina, N Jojic
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019
1072019
Trajectory balance: Improved credit assignment in GFlowNets
N Malkin, M Jain, E Bengio, C Sun, Y Bengio
Advances in Neural Information Processing Systems 35, 5955-5967, 2022
912022
Improving and generalizing flow-based generative models with minibatch optimal transport
A Tong, N Malkin, G Huguet, Y Zhang, J Rector-Brooks, K Fatras, G Wolf, ...
arXiv preprint arXiv:2302.00482, 2023
74*2023
Generative flow networks for discrete probabilistic modeling
D Zhang, N Malkin, Z Liu, A Volokhova, A Courville, Y Bengio
International Conference on Machine Learning, 26412-26428, 2022
682022
Global Land Cover Mapping with Weak Supervision: Outcome of the 2020 IEEE GRSS Data Fusion Contest
C Robinson, N Malkin, N Jojic, H Chen, R Qin, C Xiao, M Schmitt, ...
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2020
492020
GFlowNets and variational inference
N Malkin, S Lahlou, T Deleu, X Ji, E Hu, K Everett, D Zhang, Y Bengio
arXiv preprint arXiv:2210.00580, 2022
452022
A theory of continuous generative flow networks
S Lahlou, T Deleu, P Lemos, D Zhang, A Volokhova, A Hernández-Garcıa, ...
International Conference on Machine Learning, 18269-18300, 2023
442023
Learning GFlowNets from partial episodes for improved convergence and stability
K Madan, J Rector-Brooks, M Korablyov, E Bengio, M Jain, AC Nica, ...
International Conference on Machine Learning, 23467-23483, 2023
422023
Label super-resolution networks
K Malkin, C Robinson, L Hou, R Soobitsky, J Czawlytko, D Samaras, ...
International Conference on Learning Representations, 2018
332018
Better training of gflownets with local credit and incomplete trajectories
L Pan, N Malkin, D Zhang, Y Bengio
International Conference on Machine Learning, 26878-26890, 2023
292023
Coherence boosting: When your pretrained language model is not paying enough attention
N Malkin, Z Wang, N Jojic
arXiv preprint arXiv:2110.08294, 2021
292021
GFlowNet-EM for learning compositional latent variable models
EJ Hu, N Malkin, M Jain, KE Everett, A Graikos, Y Bengio
International Conference on Machine Learning, 13528-13549, 2023
252023
Unifying generative models with GFlowNets and beyond
D Zhang, RTQ Chen, N Malkin, Y Bengio
arXiv preprint arXiv:2209.02606, 2022
252022
The outcome of the 2021 IEEE GRSS data fusion contest—Track MSD: Multitemporal semantic change detection
Z Li, F Lu, H Zhang, L Tu, J Li, X Huang, C Robinson, N Malkin, N Jojic, ...
IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2022
222022
Human-Machine Collaboration for Fast Land Cover Mapping.
C Robinson, A Ortiz, K Malkin, B Elias, A Peng, D Morris, B Dilkina, N Jojic
AAAI, 2509-2517, 2020
212020
Posterior samples of source galaxies in strong gravitational lenses with score-based priors
A Adam, A Coogan, N Malkin, R Legin, L Perreault-Levasseur, Y Hezaveh, ...
arXiv preprint arXiv:2211.03812, 2022
192022
Joint bayesian inference of graphical structure and parameters with a single generative flow network
T Deleu, M Nishikawa-Toomey, J Subramanian, N Malkin, L Charlin, ...
Advances in Neural Information Processing Systems 36, 2024
172024
Let the flows tell: Solving graph combinatorial optimization problems with gflownets
D Zhang, H Dai, N Malkin, A Courville, Y Bengio, L Pan
arXiv preprint arXiv:2305.17010, 2023
162023
Simulation-free Schr\" odinger bridges via score and flow matching
A Tong, N Malkin, K Fatras, L Atanackovic, Y Zhang, G Huguet, G Wolf, ...
arXiv preprint arXiv:2307.03672, 2023
142023
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