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Learning to Explain: An Information-Theoretic Perspective on Model Interpretation

, , , and . (2018)cite arxiv:1802.07814Comment: Accepted to ICML 2018 as a long oral.

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The Compatibility Study of Reading Halftone Microstructure Information on Mobile Phone., , , , , and . ICCSIP, volume 710 of Communications in Computer and Information Science, page 493-501. Springer, (2016)QuTE: Decentralized multiple testing on sensor networks with false discovery rate control., , , and . CDC, page 6415-6421. IEEE, (2017)A Deformable Convolutional Neural Network with Oriented Response for Fine-Grained Visual Classification., , and . ICMLC, page 133-140. ACM, (2021)ML-LOO: Detecting Adversarial Examples with Feature Attribution., , , , and . AAAI, page 6639-6647. AAAI Press, (2020)A Novel System for Robust Text Location and Recognition of Book Covers., , , , , and . ACCV (2), volume 5995 of Lecture Notes in Computer Science, page 608-617. Springer, (2009)Towards Interpretability and Robustness of Machine Learning Models.. University of California, Berkeley, USA, (2019)A Virtual Complex Impedance Based $P-V$ Droop Method for Parallel-Connected Inverters in Low-Voltage AC Microgrids., , , , , and . IEEE Trans. Ind. Informatics, 17 (3): 1763-1773 (2021)Greedy Attack and Gumbel Attack: Generating Adversarial Examples for Discrete Data., , , , and . J. Mach. Learn. Res., (2020)Learning to Explain: An Information-Theoretic Perspective on Model Interpretation, , , and . (2018)cite arxiv:1802.07814Comment: Accepted to ICML 2018 as a long oral.DAGGER: A sequential algorithm for FDR control on DAGs., , , and . CoRR, (2017)