| 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 | 190 | 2022 |
| 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 | 169* | 2023 |
| 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 | 135 | 2022 |
| 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 | 119 | 2019 |
| 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 | 90 | 2022 |
| 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 | 69 | 2022 |
| 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 | 64 | 2023 |
| 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 | 63 | 2023 |
| 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 | 59 | 2020 |
| 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 | 47 | 2023 |
| 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 | 45 | 2023 |
| 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 | 42 | 2024 |
| 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 | 40 | 2023 |
| 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 | 39 | 2023 |
| Coherence boosting: When your pretrained language model is not paying enough attention N Malkin, Z Wang, N Jojic arXiv preprint arXiv:2110.08294, 2021 | 37 | 2021 |
| 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 | 35 | 2024 |
| Label super-resolution networks K Malkin, C Robinson, L Hou, R Soobitsky, J Czawlytko, D Samaras, ... International Conference on Learning Representations, 2018 | 35 | 2018 |
| 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 | 30 | 2023 |
| Unifying generative models with GFlowNets and beyond D Zhang, RTQ Chen, N Malkin, Y Bengio arXiv preprint arXiv:2209.02606, 2022 | 29 | 2022 |
| 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 | 28 | 2022 |
Yoshua BengioProfessor of computer science, University of Montreal, Mila, IVADO, CIFARVerified email at umontreal.ca
