% Key papers for Mutual information estimation (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{icml2018_mutual_36861, title = {{Mutual Information Neural Estimation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2018}, url = {https://icml.cc/virtual/2018/poster/2440}, } @inproceedings{neurips2017_estimating_56298, title = {{Estimating Mutual Information for Discrete-Continuous Mixtures}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9371}, } @inproceedings{iclr2020_understanding_29266, title = {{Understanding the Limitations of Variational Mutual Information Estimators}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=B1x62TNtDS}, } @inproceedings{cvpr2024_differentiable_23193, title = {{Differentiable Information Bottleneck for Deterministic Multi-view Clustering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30911}, } @inproceedings{neurips2023_beyond_66647, title = {{Beyond Normal: On the Evaluation of Mutual Information Estimators}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72978}, } @inproceedings{neurips2018_estimators_57103, title = {{Estimators for Multivariate Information Measures in General Probability Spaces}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11828}, } @inproceedings{neurips2021_estimating_61979, title = {{Estimating the Unique Information of Continuous Variables}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26978}, } @inproceedings{neurips2021_sliced_61241, title = {{Sliced Mutual Information: A Scalable Measure of Statistical Dependence}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/25953}, } @inproceedings{aaai2021_improved_753, title = {{Improved Mutual Information Estimation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/09009-improved-mutual-information-estimation/}, } @inproceedings{icml2017_nonparanormal_36311, title = {{Nonparanormal Information Estimation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2017}, url = {https://icml.cc/virtual/2017/poster/805}, } @inproceedings{iclr2020_mutual_29393, title = {{Mutual Information Gradient Estimation for Representation Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=ByxaUgrFvH}, } @inproceedings{neurips2020_neural_60401, title = {{Neural Methods for Point-wise Dependency Estimation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17134}, } @inproceedings{neurips2023_max_68769, title = {{Max-Sliced Mutual Information}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71080}, } @inproceedings{aaai2023_diffeomorphic_3461, title = {{Diffeomorphic Information Neural Estimation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25908}, } @inproceedings{neurips2024_mutual_72007, title = {{Mutual Information Estimation via \$f\$-Divergence and Data Derangements}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95307}, } @inproceedings{aaai2020_revisiting_102188, title = {{Revisiting Probability Distribution Assumptions for Information Theoretic Feature Selection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6050}, } @inproceedings{aaai2021_learning_866, title = {{Learning Continuous High-Dimensional Models using Mutual Information and Copula Bayesian Networks}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/12139-learning-continuous-high-dimensional-models-using-mutual-information-and-copula-bayesian-networks/}, } @inproceedings{iclr2022_improving_31305, title = {{Improving Mutual Information Estimation with Annealed and Energy-Based Bounds}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6176}, } @inproceedings{iclr2024_minde_33470, title = {{MINDE: Mutual Information Neural Diffusion Estimation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19605}, } @inproceedings{icml2022_a_40148, title = {{A Differential Entropy Estimator for Training Neural Networks}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/16325}, } @inproceedings{neurips2024_a_74493, title = {{A Benchmark Suite for Evaluating Neural Mutual Information Estimators on Unstructured Datasets}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97443}, } @inproceedings{neurips2025_neural_76108, title = {{Neural Mutual Information Estimation with Vector Copulas}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=FYbe7r0mxu}, } @inproceedings{iclr2026_curse_86021, title = {{Curse of Slicing: Why Sliced Mutual Information is a Deceptive Measure of Statistical Dependence}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=KxeBgh1zWr}, } @inproceedings{iclr2026_information_88370, title = {{Information Estimation with Discrete Diffusion}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=m18MXVdrV9}, } @inproceedings{iclr2026_infobridge_89361, title = {{InfoBridge: Mutual Information estimation via Bridge Matching}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=y8Kzu9SKpv}, } @inproceedings{neurips2026_breaking_89840, title = {{Breaking Curse of Dimensionality for Mutual Information Estimation with Vine Copulas}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/154130}, }