Cover Image

OVA-IB: One vs All Information Bottleneck for Multi-Modal Alignment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Tianchao, Yu, Shujian, Zu, Xinrui, Wei, Zhaolong, Gummeson, Jeremy, Cheng, Jack C. P., Jenssen, Robert
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Information Theory
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Cauchy-Schwarz Divergence Information Bottleneck for Regression
by: Yu, Shujian, et al.
Published: (2024)

BrainIB: Interpretable Brain Network-based Psychiatric Diagnosis with Graph Information Bottleneck
by: Zheng, Kaizhong, et al.
Published: (2022)

The Conditional Cauchy-Schwarz Divergence with Applications to Time-Series Data and Sequential Decision Making
by: Yu, Shujian, et al.
Published: (2023)

Distributed Information Bottleneck Theory for Multi-Modal Task-Aware Semantic Communication
by: Zhou, Yujie, et al.
Published: (2025)

Hierarchical Graph Information Bottleneck for Multi-Behavior Recommendation
by: Zhang, Hengyu, et al.
Published: (2025)

MvHo-IB: Multi-View Higher-Order Information Bottleneck for Brain Disorder Diagnosis
by: Zhang, Kunyu, et al.
Published: (2025)

The Alignment Bottleneck
by: Cao, Wenjun
Published: (2025)

InfoDPCCA: Information-Theoretic Dynamic Probabilistic Canonical Correlation Analysis
by: Tang, Shiqin, et al.
Published: (2025)

Cross-Modal Retrieval with Cauchy-Schwarz Divergence
by: Zhang, Jiahao, et al.
Published: (2025)

Latent Sensor Fusion: Multimedia Learning of Physiological Signals for Resource-Constrained Devices
by: Ahmed, Abdullah, et al.
Published: (2025)

I$^3$-MRec: Invariant Learning with Information Bottleneck for Incomplete Modality Recommendation
by: Chen, Huilin, et al.
Published: (2025)

Structured IB: Improving Information Bottleneck with Structured Feature Learning
by: Yang, Hanzhe, et al.
Published: (2024)

GeoIB: Geometry-Aware Information Bottleneck via Statistical-Manifold Compression
by: Wang, Weiqi, et al.
Published: (2026)

Differentiable Information Bottleneck for Deterministic Multi-view Clustering
by: Yan, Xiaoqiang, et al.
Published: (2024)

QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou
by: Luo, Xinchen, et al.
Published: (2024)

Modality Alignment with Multi-scale Bilateral Attention for Multimodal Recommendation
by: Ren, Kelin, et al.
Published: (2025)

Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity Alignment
by: Wang, Yuanyi, et al.
Published: (2024)

Rebalancing Contrastive Alignment with Bottlenecked Semantic Increments in Text-Video Retrieval
by: Xiao, Jian, et al.
Published: (2025)

ModalChorus: Visual Probing and Alignment of Multi-modal Embeddings via Modal Fusion Map
by: Ye, Yilin, et al.
Published: (2024)

Joint Behavior-guided and Modality-coherence Conditional Graph Diffusion Denoising for Multi Modal Recommendation
by: Pan, Xiangchen, et al.
Published: (2026)

Mixture of Balanced Information Bottlenecks for Long-Tailed Visual Recognition
by: Lan, Yifan, et al.
Published: (2025)

QARM V2: Quantitative Alignment Multi-Modal Recommendation for Reasoning User Sequence Modeling
by: Xia, Tian, et al.
Published: (2026)

Explainable Recommender with Geometric Information Bottleneck
by: Yan, Hanqi, et al.
Published: (2023)

Projection Head is Secretly an Information Bottleneck
by: Ouyang, Zhuo, et al.
Published: (2025)

Towards Cross-Modal Text-Molecule Retrieval with Better Modality Alignment
by: Song, Jia, et al.
Published: (2024)

Towards Privacy-Preserving Audio Classification Systems
by: Chhaglani, Bhawana, et al.
Published: (2024)

Less is More: Information Bottleneck Denoised Multimedia Recommendation
by: Yang, Yonghui, et al.
Published: (2025)

An Achievable and Analytic Solution to Information Bottleneck for Gaussian Mixtures
by: Song, Yi, et al.
Published: (2023)

Are Multimodal Embeddings Truly Beneficial for Recommendation? A Deep Dive into Whole vs. Individual Modalities
by: Ye, Yu, et al.
Published: (2025)

Information Users versus Information Systems.
by: Brown, Jack E.
Published: (1978)

Tencent Advertising Algorithm Challenge 2025: All-Modality Generative Recommendation
by: Pan, Junwei, et al.
Published: (2026)

Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment
by: Hu, Zhiwei, et al.
Published: (2024)

Aggregation of Dependent Expert Distributions in Multimodal Variational Autoencoders
by: Mancisidor, Rogelio A, et al.
Published: (2025)

Exponential Error Bounds for Information Bottleneck Source Coding Problems
by: Wu, Han, et al.
Published: (2025)

Neural Estimation of the Information Bottleneck Based on a Mapping Approach
by: Chen, Lingyi, et al.
Published: (2025)

High Throughput Polar Code Decoders with Information Bottleneck Quantization
by: Kestel, Claus, et al.
Published: (2024)

Bridging Modality Gaps in e-Commerce Products via Vision-Language Alignment
by: Zhang, Yipeng, et al.
Published: (2025)

All-in-One: Heterogeneous Interaction Modeling for Cold-Start Rating Prediction
by: Fang, Shuheng, et al.
Published: (2024)

DiffMM: Multi-Modal Diffusion Model for Recommendation
by: Jiang, Yangqin, et al.
Published: (2024)

Trinity: Syncretizing Multi-/Long-tail/Long-term Interests All in One
by: Yan, Jing, et al.
Published: (2024)