Domain generalization using causal matching D Mahajan, S Tople, A Sharma International conference on machine learning, 7313-7324, 2021 | 278 | 2021 |
Preserving causal constraints in counterfactual explanations for machine learning classifiers D Mahajan, C Tan, A Sharma arXiv preprint arXiv:1912.03277, 2019 | 235 | 2019 |
Towards unifying feature attribution and counterfactual explanations: Different means to the same end R Kommiya Mothilal, D Mahajan, C Tan, A Sharma Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society, 652-663, 2021 | 102 | 2021 |
Interventional causal representation learning K Ahuja, D Mahajan, Y Wang, Y Bengio International conference on machine learning, 372-407, 2023 | 76 | 2023 |
Synergies between disentanglement and sparsity: Generalization and identifiability in multi-task learning S Lachapelle, T Deleu, D Mahajan, I Mitliagkas, Y Bengio, ... International Conference on Machine Learning, 18171-18206, 2023 | 24 | 2023 |
A generative framework for zero shot learning with adversarial domain adaptation V Khare*, D Mahajan*, H Bharadhwaj, VK Verma, P Rai Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2020 | 24 | 2020 |
Towards efficient representation identification in supervised learning K Ahuja*, D Mahajan*, V Syrgkanis, I Mitliagkas Conference on Causal Learning and Reasoning, 19-43, 2022 | 16 | 2022 |
Additive decoders for latent variables identification and cartesian-product extrapolation S Lachapelle*, D Mahajan*, I Mitliagkas, S Lacoste-Julien Advances in Neural Information Processing Systems 36, 2024 | 14 | 2024 |
Empirical Analysis of Model Selection for Heterogeneous Causal Effect Estimation D Mahajan, I Mitliagkas, B Neal, V Syrgkanis International Conference on Learning Representations 2024, 2022 | 11 | 2022 |
The Connection between Out-of-Distribution Generalization and Privacy of ML Models D Mahajan, S Tople, A Sharma arXiv preprint arXiv:2110.03369, 2021 | 7* | 2021 |
Split-treatment analysis to rank heterogeneous causal effects for prospective interventions Y Xu, D Mahajan, L Manrao, A Sharma, E Kıcıman Proceedings of the 14th ACM International Conference on Web Search and Data …, 2021 | 2 | 2021 |
Evaluating Interventional Reasoning Capabilities of Large Language Models T Kasetty, D Mahajan, GK Dziugaite, A Drouin, D Sridhar arXiv preprint arXiv:2404.05545, 2024 | 1 | 2024 |