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PID用于LVLMs:A Comprehensive Information-Decomposition Analysis of Large Vision-Language Models Lixin Xiu ⋅ Xufang Luo ⋅ Hideki Nakayama
PID用于LVLMs:A Comprehensive Information-Decomposition Analysis of Large Vision-Language Models Lixin Xiu ⋅ Xufang Luo ⋅ Hideki Nakayama
PID的其他计算方法：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).
R. A. Ince, Measuring multivariate redundant information with pointwise common change in surprisal, Entropy 19, 318 (2017).
N. Bertschinger, J. Rauh, E. Olbrich, J. Jost, and N. Ay, Quantifying unique information, Entropy 16, 2161 (2014).
A. Kolchinsky, A novel approach to the partial information decomposition, Entropy 24, 403 (2022)
A. B. Barrett, Exploration of synergistic and redundant information sharing in static and dynamical gaussian systems, Physical Review E 91, 052802 (2015).
C. Finn and J. T. Lizier, Pointwise partial information decomposition using the specificity and ambiguity lattices, Entropy 20, 297 (2018).
R. G. James, J. Emenheiser, and J. P. Crutchfield, Unique information via dependency constraints, Journal of Physics A: Mathematical and Theoretical 52, 014002 (2018).
Lyu, Aobo, Andrew Clark, and Netanel Raviv. "Explicit formula for partial information decomposition." 2024 IEEE International Symposium on Information Theory (ISIT). IEEE, 2024.