"information bottleneck principle" Papers

14 papers found

Aligning Multimodal Representations through an Information Bottleneck

Antonio Almudévar, Jose Miguel Hernandez-Lobato, Sameer Khurana et al.

ICML 2025arXiv:2506.04870
6
citations

Learning Mask Invariant Mutual Information for Masked Image Modeling

Tao Huang, Yanxiang Ma, Shan You et al.

ICLR 2025arXiv:2502.19718
4
citations

Minimal Semantic Sufficiency Meets Unsupervised Domain Generalization

Tan Pan, Kaiyu Guo, Dongli Xu et al.

NEURIPS 2025arXiv:2509.15791

Prompt-Guided Alignment with Information Bottleneck Makes Image Compression Also a Restorer

Xuelin Shen, Quan Liu, Jiayin Xu et al.

NEURIPS 2025

Reversible Decoupling Network for Single Image Reflection Removal

Hao Zhao, Mingjia Li, Qiming Hu et al.

CVPR 2025arXiv:2410.08063
16
citations

Structural Entropy Guided Probabilistic Coding

Xiang Huang, Hao Peng, Li Sun et al.

AAAI 2025paperarXiv:2412.08841
3
citations

Visual Instruction Bottleneck Tuning

Changdae Oh, Jiatong Li, Shawn Im et al.

NEURIPS 2025arXiv:2505.13946
3
citations

ZPressor: Bottleneck-Aware Compression for Scalable Feed-Forward 3DGS

Weijie Wang, Donny Y. Chen, Zeyu Zhang et al.

NEURIPS 2025arXiv:2505.23734
6
citations

Debiased Offline Representation Learning for Fast Online Adaptation in Non-stationary Dynamics

Xinyu Zhang, Wenjie Qiu, Yi-Chen Li et al.

ICML 2024arXiv:2402.11317
1
citations

Deep Regression Representation Learning with Topology

Shihao Zhang, Kenji Kawaguchi, Angela Yao

ICML 2024arXiv:2404.13904
2
citations

Differentiable Information Bottleneck for Deterministic Multi-view Clustering

Xiaoqiang Yan, Zhixiang Jin, Fengshou Han et al.

CVPR 2024arXiv:2403.15681
17
citations

Drug Discovery with Dynamic Goal-aware Fragments

Seul Lee, Seanie Lee, Kenji Kawaguchi et al.

ICML 2024arXiv:2310.00841
19
citations

Forget Sharpness: Perturbed Forgetting of Model Biases Within SAM Dynamics

Ankit Vani, Frederick Tung, Gabriel Oliveira et al.

ICML 2024arXiv:2406.06700

TimeX++: Learning Time-Series Explanations with Information Bottleneck

Zichuan Liu, Tianchun Wang, Jimeng Shi et al.

ICML 2024arXiv:2405.09308
30
citations