Прати
Nikolay Malkin
Nikolay Malkin
University of Edinburgh
Верификована је имејл адреса на inf.ed.ac.uk - Почетна страница
Наслов
Навело
Навело
Година
Improving and generalizing flow-based generative models with minibatch optimal transport
A Tong, K Fatras, N Malkin, G Huguet, Y Zhang, J Rector-Brooks, G Wolf, ...
arXiv preprint arXiv:2302.00482, 2023
242*2023
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
2192022
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
1622022
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
1212019
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
1062022
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
862023
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
832022
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
792023
V-star: Training verifiers for self-taught reasoners
A Hosseini, X Yuan, N Malkin, A Courville, A Sordoni, R Agarwal
arXiv preprint arXiv:2402.06457, 2024
732024
Let the flows tell: Solving graph combinatorial problems with gflownets
D Zhang, H Dai, N Malkin, AC Courville, Y Bengio, L Pan
Advances in neural information processing systems 36, 11952-11969, 2023
692023
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
642020
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
622023
Amortizing intractable inference in large language models
EJ Hu, M Jain, E Elmoznino, Y Kaddar, G Lajoie, Y Bengio, N Malkin
arXiv preprint arXiv:2310.04363, 2023
542023
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, 31204-31231, 2023
462023
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
452023
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
452023
Unifying generative models with GFlowNets and beyond
D Zhang, RTQ Chen, N Malkin, Y Bengio
arXiv preprint arXiv:2209.02606, 2022
412022
Coherence boosting: When your pretrained language model is not paying enough attention
N Malkin, Z Wang, N Jojic
arXiv preprint arXiv:2110.08294, 2021
402021
Iterated denoising energy matching for sampling from boltzmann densities
T Akhound-Sadegh, J Rector-Brooks, AJ Bose, S Mittal, P Lemos, CH Liu, ...
arXiv preprint arXiv:2402.06121, 2024
372024
Label super-resolution networks
K Malkin, C Robinson, L Hou, R Soobitsky, J Czawlytko, D Samaras, ...
International Conference on Learning Representations, 2018
362018
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