Machine Learning · Computer Science
Drop-Bottleneck: Learning Discrete Compressed Representation for Noise-Robust Exploration
Jaekyeom Kim, Minjung Kim, Dongyeon Woo, Gunhee Kim
2021-03-24
Signal Processing · Electrical Eng. & Systems
Opportunistic Information-Bottleneck for Goal-oriented Feature Extraction and Communication
Francesco Binucci, Paolo Banelli, Paolo Di Lorenzo, Sergio Barbarossa
2024-04-17
Computer Vision and Pattern Recognition · Computer Science
Unsupervised Hashing with Contrastive Information Bottleneck
Zexuan Qiu, Qinliang Su, Zijing Ou, Jianxing Yu +1
2021-05-20
Machine Learning · Computer Science
How Does Information Bottleneck Help Deep Learning?
Kenji Kawaguchi, Zhun Deng, Xu Ji, Jiaoyang Huang
2023-05-31
Computer Vision and Pattern Recognition · Computer Science
Disentangled Representation Learning with Transmitted Information Bottleneck
Zhuohang Dang, Minnan Luo, Chengyou Jia, Guang Dai +3
2024-08-15
Computation and Language · Computer Science
An Information Bottleneck Approach for Controlling Conciseness in Rationale Extraction
Bhargavi Paranjape, Mandar Joshi, John Thickstun, Hannaneh Hajishirzi +1
2020-11-04
Machine Learning · Computer Science
Multivariate Information Bottleneck
Nir Friedman, Ori Mosenzon, Noam Slonim, Naftali Tishby
2013-01-14
Machine Learning · Computer Science
Bottleneck Tokens for Unified Multimodal Retrieval
Siyu Sun, Jing Ren, Zhaohe Liao, Dongxiao Mao +7
2026-04-14
Machine Learning · Computer Science
Information Bottleneck Analysis of Deep Neural Networks via Lossy Compression
Ivan Butakov, Alexander Tolmachev, Sofia Malanchuk, Anna Neopryatnaya +2
2024-05-10
Machine Learning · Computer Science
Learning Optimal Representations with the Decodable Information Bottleneck
Yann Dubois, Douwe Kiela, David J. Schwab, Ramakrishna Vedantam
2021-07-19
Machine Learning · Computer Science
Training Normalizing Flows with the Information Bottleneck for Competitive Generative Classification
Lynton Ardizzone, Radek Mackowiak, Carsten Rother, Ullrich Köthe
2021-01-13
Machine Learning · Computer Science
Disentangled Information Bottleneck
Ziqi Pan, Li Niu, Jianfu Zhang, Liqing Zhang
2020-12-23
Information Theory · Computer Science
Distributed Information Bottleneck Theory for Multi-Modal Task-Aware Semantic Communication
Yujie Zhou, Cheng Peng, Rulong Wang, Yong Xiao +3
2026-01-01