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Deep Deterministic Information Bottleneck with Matrix-based Entropy
  Functional

Deep Deterministic Information Bottleneck with Matrix-based Entropy Functional

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021
31 January 2021
Xi Yu
Shujian Yu
José C. Príncipe
    AAML
ArXiv (abs)PDFHTMLGithub (12★)

Papers citing "Deep Deterministic Information Bottleneck with Matrix-based Entropy Functional"

18 / 18 papers shown
Information-Theoretic Greedy Layer-wise Training for Traffic Sign Recognition
Information-Theoretic Greedy Layer-wise Training for Traffic Sign Recognition
Shuyan Lyu
Zhanzimo Wu
Junliang Du
158
0
0
31 Oct 2025
Label Smoothing is a Pragmatic Information Bottleneck
Label Smoothing is a Pragmatic Information Bottleneck
Sota Kudo
156
0
0
12 Aug 2025
Flexible Variational Information Bottleneck: Achieving Diverse
  Compression with a Single Training
Flexible Variational Information Bottleneck: Achieving Diverse Compression with a Single Training
Sota Kudo
N. Ono
Shigehiko Kanaya
Ming Huang
282
4
0
02 Feb 2024
MIMIR: Masked Image Modeling for Mutual Information-based Adversarial Robustness
MIMIR: Masked Image Modeling for Mutual Information-based Adversarial Robustness
Xiaoyun Xu
Shujian Yu
Jingzheng Wu
S. Picek
AAML
693
10
0
08 Dec 2023
Entropy-based Guidance of Deep Neural Networks for Accelerated
  Convergence and Improved Performance
Entropy-based Guidance of Deep Neural Networks for Accelerated Convergence and Improved PerformanceInformation Sciences (Inf. Sci.), 2023
Mackenzie J. Meni
Ryan T. White
Michael L. Mayo
K. Pilkiewicz
BDL
445
13
0
28 Aug 2023
Recognizable Information Bottleneck
Recognizable Information BottleneckInternational Joint Conference on Artificial Intelligence (IJCAI), 2023
Yilin Lyu
Xin Liu
M. Song
Xinyue Wang
Chaomin Shen
T. Zeng
L. Jing
338
6
0
28 Apr 2023
Local Intrinsic Dimensional Entropy
Local Intrinsic Dimensional EntropyAAAI Conference on Artificial Intelligence (AAAI), 2023
Rohan Ghosh
Mehul Motani
436
2
0
05 Apr 2023
Filter Pruning based on Information Capacity and Independence
Filter Pruning based on Information Capacity and IndependenceIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Xiaolong Tang
Shuo Ye
Yufeng Shi
Tianheng Hu
Qinmu Peng
Xinge You
VLM
323
10
0
07 Mar 2023
Robust and Fast Measure of Information via Low-rank Representation
Robust and Fast Measure of Information via Low-rank RepresentationAAAI Conference on Artificial Intelligence (AAAI), 2022
Yuxin Dong
Tieliang Gong
Shujian Yu
Hong Chen
Chen Li
181
3
0
30 Nov 2022
Optimal Randomized Approximations for Matrix based Renyi's Entropy
Optimal Randomized Approximations for Matrix based Renyi's EntropyIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2022
Yuxin Dong
Tieliang Gong
Shujian Yu
Chen Li
270
12
0
16 May 2022
Deep Supervised Information Bottleneck Hashing for Cross-modal Retrieval
  based Computer-aided Diagnosis
Deep Supervised Information Bottleneck Hashing for Cross-modal Retrieval based Computer-aided Diagnosis
Yufeng Shi
Shuhuang Chen
Xinge You
Qinmu Peng
Weihua Ou
Yue Zhao
MedIm
225
5
0
06 May 2022
Multi-view Information Bottleneck Without Variational Approximation
Multi-view Information Bottleneck Without Variational ApproximationIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022
Qi Zhang
Shujian Yu
J. Xin
Badong Chen
270
16
0
22 Apr 2022
R2-Trans:Fine-Grained Visual Categorization with Redundancy Reduction
R2-Trans:Fine-Grained Visual Categorization with Redundancy ReductionImage and Vision Computing (IVC), 2022
Yu Wang
Shuo Ye
Shujian Yu
Xinge You
283
24
0
21 Apr 2022
Mutual information estimation for graph convolutional neural networks
Mutual information estimation for graph convolutional neural networks
Marius Cervera Landsverk
S. Riemer-Sørensen
SSLGNN
243
3
0
31 Mar 2022
Sparsity-Inducing Categorical Prior Improves Robustness of the
  Information Bottleneck
Sparsity-Inducing Categorical Prior Improves Robustness of the Information BottleneckInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Anirban Samaddar
Sandeep Madireddy
Dali Wang
Tapabrata Maiti
Gustavo de los Campos
Ian Fischer
280
2
0
04 Mar 2022
Computationally Efficient Approximations for Matrix-based Renyi's
  Entropy
Computationally Efficient Approximations for Matrix-based Renyi's EntropyIEEE Transactions on Signal Processing (IEEE TSP), 2021
Tieliang Gong
Yuxin Dong
Shujian Yu
B. Dong
391
6
0
27 Dec 2021
Information Theoretic Representation Distillation
Information Theoretic Representation Distillation
Roy Miles
Adrian Lopez-Rodriguez
K. Mikolajczyk
MQ
469
26
0
01 Dec 2021
Understanding Neural Networks with Logarithm Determinant Entropy
  Estimator
Understanding Neural Networks with Logarithm Determinant Entropy Estimator
Zhanghao Zhouyin
Ding Liu
FAtt
237
9
0
08 May 2021
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