Mutual Information Maximization

Also known as MI

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  1. A Unified Information-Theoretic Approach to Constrained Multi-Fidelity Multi-Objective Bayesian Optimization

    Oct 7, 2026Rikuto Matsumoto, Masanori Ishikura, Masayuki KarasuyamaBayesian OptimizationMulti-Objective Optimization

    Nagoya Institute of Technology

  2. Controlling Dependence in Implicit Generative Models via Spread Mutual Information

    Oct 7, 2026Jiahao Yu, Song Liu, José Miguel Hernández-Lobato +1Generative ModelingMutual Information Estimation

    University of Oxford · Work completed at the University of Cambridge. · University of Bristol +1

  3. Understanding Submodular Information Measure Based Objectives for Representation Learning: A Variance and Separation Perspective

    Jul 30, 2026Rishabh Iyer, Truong Pham, Anay MajeeRepresentation GeometrySubmodular Optimization

    The University of Texas at Dallas, Richardson, TX, USA · Adobe, San Jose, CA, USA

  4. Multi-Objective Exploration and Preference Optimization via Mutual Information

    Jul 1, 2026Hongyan Xie, Yikun Ban, Ruiyu Fang +4Multi-Objective Language Model AlignmentMutual Information Maximization

    School of Computer, Beihang University, Beijing, China · Xingchen AGI Lab, China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd, Beijing, China

  5. A Multimodal Framework for Dementia Detection via Linguistic and Acoustic Representation Learning

    May 25, 2026Loukas Ilias, Dimitris AskounisSpeech-Based Dementia DetectionSpeech Processing

    Decision Support Systems Laboratory, School of Electrical and Computer Engineering, National Technical University of Athens, 15780 Athens, Greece

  6. Informative Graph Structure Learning

    May 16, 2026Shen Han, Zhiyao Zhou, Jiawei Chen +6Graph Structure LearningGraph Sparsification

    College of Computer Science and Technology, Zhejiang University · Zhejiang University · Hangzhou City University +1

  7. How You Begin is How You Reason: Driving Exploration in RLVR via Prefix-Tuned Priors

    May 9, 2026Yifan Xu, Junren Chen, Yifan ChenRL for Language Model ReasoningPrompt Tuning

    Hong Kong Baptist University · University of Maryland, College Park

  8. Self-Supervised Representation Learning via Hyperspherical Density Shaping

    Apr 27, 2026Esteban Rodríguez-Betancourt, Edgar Casasola-MurilloMulti-View LearningHyperspherical Representation Learning

    Posgrado en Computación e Informática · Universidad de Costa Rica · Escuela de Ciencias de la Computación

  9. Aligning the Query Space: Greedy Information Projection for Language Model Data Selection

    Mar 14, 2026Victor Ye Dong, Kuan-Yun Lee, Jiamei Shuai +3LLM Fine-TuningInstruction-Tuning Data Selection

    Microsoft

  10. Maximizing Mutual Information Between Prompt and Response Improves LLM Performance With No Additional Data

    Mar 10, 2026Hyunji Nam, Haoran Li, Natasha JaquesLLM PersonalizationMutual Information Maximization

    Stanford University · Character AI · University of Washington

  11. Schur-MI: Fast Mutual Information for Robotic Information Gathering

    Feb 12, 2026Kalvik Jakkala, Jason O'Kane, Srinivas AkellaRobotic Data CollectionInformative Path Planning

    Texas A&M University · University of North Carolina at Charlotte

  12. FDRMFL: Multimodal Federated Feature Extraction Model Based on Information Maximization and Contrastive Learning

    Nov 30, 2025Haozhe WuMultimodal Federated LearningNon-IID Federated Learning

    School of Computing and Data Science, The University of Hong Kong, Hong Kong SAR, China

  13. VOLTA: Improving Generative Diversity by Variational Mutual Information Maximizing Autoencoder

    Jul 3, 2023Yueen Ma, Dafeng Chi, Jingjing Li +3Diverse Text GenerationMutual Information Maximization

    The Chinese University of Hong Kong · Huawei Noah’s Ark Lab