| 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 | 672* | 2023 |
| Biological sequence design with gflownets M Jain, E Bengio, A Hernandez-Garcia, J Rector-Brooks, BFP Dossou, ... International Conference on Machine Learning, 9786-9801, 2022 | 247 | 2022 |
| Se (3)-stochastic flow matching for protein backbone generation AJ Bose, T Akhound-Sadegh, G Huguet, K Fatras, J Rector-Brooks, ... arXiv preprint arXiv:2310.02391, 2023 | 145 | 2023 |
| 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 | 121 | 2023 |
| Multi-objective gflownets M Jain, SC Raparthy, A Hernández-Garcıa, J Rector-Brooks, Y Bengio, ... International conference on machine learning, 14631-14653, 2023 | 115 | 2023 |
| DEUP: Direct epistemic uncertainty prediction S Lahlou, M Jain, H Nekoei, VI Butoi, P Bertin, J Rector-Brooks, ... arXiv preprint arXiv:2102.08501, 2021 | 107 | 2021 |
| Iterated Denoising Energy Matching for Sampling from Boltzmann Densities T Akhound-Sadegh*, J Rector-Brooks*, AJ Bose*, S Mittal, P Lemos, ... arXiv preprint arXiv:2402.06121, 2024 | 94 | 2024 |
| Sequence-augmented SE (3)-flow matching for conditional protein generation G Huguet, J Vuckovic, K Fatras, E Thibodeau-Laufer, P Lemos, R Islam, ... Advances in neural information processing systems 37, 33007-33036, 2024 | 82 | 2024 |
| Deup: Direct epistemic uncertainty prediction M Jain, S Lahlou, H Nekoei, VI Butoi, P Bertin, J Rector-Brooks, ... | 57 | 2021 |
| Amortizing intractable inference in diffusion models for vision, language, and control S Venkatraman, M Jain, L Scimeca, M Kim, M Sendera, M Hasan, L Rowe, ... Advances in neural information processing systems 37, 76080-76114, 2024 | 53 | 2024 |
| Improved off-policy training of diffusion samplers M Sendera, M Kim, S Mittal, P Lemos, L Scimeca, J Rector-Brooks, ... Advances in Neural Information Processing Systems 37, 81016-81045, 2024 | 38 | 2024 |
| Thompson sampling for improved exploration in gflownets J Rector-Brooks, K Madan, M Jain, M Korablyov, CH Liu, S Chandar, ... arXiv preprint arXiv:2306.17693, 2023 | 34 | 2023 |
| Path planning for masked diffusion model sampling FZ Peng, Z Bezemek, S Patel, J Rector-Brooks, S Yao, AJ Bose, A Tong, ... arXiv preprint arXiv:2502.03540, 2025 | 30 | 2025 |
| On diffusion models for amortized inference: Benchmarking and improving stochastic control and sampling M Sendera, M Kim, S Mittal, P Lemos, L Scimeca, J Rector-Brooks, ... CoRR, 2024 | 26 | 2024 |
| Steering masked discrete diffusion models via discrete denoising posterior prediction J Rector-Brooks, M Hasan, Z Peng, Z Quinn, C Liu, S Mittal, N Dziri, ... ICLR, 2024 | 25 | 2024 |
| Improving and generalizing flow-based generative models with minibatch optimal transport (2024) A Tong, K Fatras, N Malkin, G Huguet, Y Zhang, J Rector-Brooks, G Wolf, ... arXiv preprint arXiv:2302.00482, 0 | 25 | |
| RECOVER identifies synergistic drug combinations in vitro through sequential model optimization P Bertin, J Rector-Brooks, D Sharma, T Gaudelet, A Anighoro, T Gross, ... Cell Reports Methods 3 (10), 2023 | 21 | 2023 |
| Learning conditional policies for crystal design using offline reinforcement learning P Govindarajan, S Miret, J Rector-Brooks, M Phielipp, J Rajendran, ... Digital Discovery 3 (4), 769-785, 2024 | 20 | 2024 |
| Adaptive teachers for amortized samplers M Kim, S Choi, T Yun, E Bengio, L Feng, J Rector-Brooks, S Ahn, J Park, ... arXiv preprint arXiv:2410.01432, 2024 | 15 | 2024 |
| From discrete-time policies to continuous-time diffusion samplers: Asymptotic equivalences and faster training J Berner, L Richter, M Sendera, J Rector-Brooks, N Malkin arXiv preprint arXiv:2501.06148, 2025 | 14 | 2025 |
Yoshua BengioProfessor of computer science, University of Montreal, Mila, IVADO, CIFARVerified email at umontreal.ca
