Which Information Matters? Dissecting Human-written Multi-document
Summaries with Partial Information DecompositionAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 |
Partial information decomposition: redundancy as information bottleneckEntropy (Entropy), 2024 |
Interpretable Diffusion via Information DecompositionInternational Conference on Learning Representations (ICLR), 2023 |
Information decomposition in complex systems via machine learningProceedings of the National Academy of Sciences of the United States of America (PNAS), 2023 |
Gacs-Korner Common Information Variational AutoencoderNeural Information Processing Systems (NeurIPS), 2022 |
Ultra-marginal Feature Importance: Learning from Data with Causal
GuaranteesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 |