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第1,196行： − − 冗余信息计算方法：1.V. Griffith, E. K. Chong, R. G. James, C. J. Ellison, and J. P. Crutchfield, Intersection information based on common randomness, Entropy 16, 1985 (2014). − − 2.R. A. Ince, Measuring multivariate redundant information with pointwise common change in surprisal, Entropy 19, 318 (2017). − − 3.N. Bertschinger, J. Rauh, E. Olbrich, J. Jost, and N. Ay, Quantifying unique information, Entropy 16, 2161 (2014). − − 4.A. Kolchinsky, A novel approach to the partial information decomposition, Entropy 24, 403 (2022) − − 5.A. B. Barrett, Exploration of synergistic and redundant information sharing in static and dynamical gaussian systems, Physical Review E 91, 052802 (2015). − − 6.C. Finn and J. T. Lizier, Pointwise partial information decomposition using the specificity and ambiguity lattices, Entropy 20, 297 (2018). − − 7.R. G. James, J. Emenheiser, and J. P. Crutchfield, Unique information via dependency constraints, Journal of Physics A: Mathematical and Theoretical 52, 014002 (2018). − − 8.Lyu, Aobo, Andrew Clark, and Netanel Raviv. "Explicit formula for partial information decomposition." 2024 IEEE International Symposium on Information Theory (ISIT). IEEE, 2024. − − 不同方法的比较：1.Lyu, Aobo, Andrew Clark, and Netanel Raviv. "Explicit formula for partial information decomposition." 2024 IEEE International Symposium on Information Theory (ISIT). IEEE, 2024. − − 2.M. Harder, C. Salge, and D. Polani, Bivariate measure of redundant information, Physical − Review E 87, 012130 (2013).
→参考文献列表
18.PIXiu, L., Luo, X., & Nakayma, H. (2026). A comprehensive information-decomposition analysis of large vision-lnguage models. In *Proceedings of the International Conference on Learning Representations (ICLR 2026)*. OpenReview. <nowiki>https://openreview.net/forum?id=7lI3XhYQ5i</nowiki>
18.PIXiu, L., Luo, X., & Nakayma, H. (2026). A comprehensive information-decomposition analysis of large vision-lnguage models. In *Proceedings of the International Conference on Learning Representations (ICLR 2026)*. OpenReview. <nowiki>https://openreview.net/forum?id=7lI3XhYQ5i</nowiki>
信息原子的数值计算程序：1.https://towardsdatascience.com/what-is-partial-information-decomposition-and-how-features-interact-a713456a1029/
信息原子的数值计算程序：1.https://towardsdatascience.com/what-is-partial-information-decomposition-and-how-features-interact-a713456a1029/