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Learning to Maximize Mutual Information for Dynamic Feature Selection

2 January 2023

Papers citing "Learning to Maximize Mutual Information for Dynamic Feature Selection"

25 / 25 papers shown

Title
FRET: Feature Redundancy Elimination for Test Time Adaptation Linjing You Jiabao Lu Xiayuan Huang Xiangli Nie 105 0 0 15 May 2025
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection Moritz Vandenhirtz Julia E. Vogt 136 0 0 09 May 2025
IP-CRR: Information Pursuit for Interpretable Classification of Chest Radiology Reports Yuyan Ge Kwan Ho Ryan Chan Pablo Messina René Vidal 78 0 0 30 Apr 2025
GFSNetwork: Differentiable Feature Selection via Gumbel-Sigmoid Relaxation Witold Wydmański Marek Śmieja 74 0 0 17 Mar 2025
Dynamic Feature Selection from Variable Feature Sets Using Features of Features Katsumi Takahashi Koh Takeuchi Hisashi Kashima 83 0 0 13 Mar 2025
Predicting Through Generation: Why Generation Is Better for Prediction Md. Kowsher Nusrat Jahan Prottasha Prakash Bhat Chun-Nam Yu Mojtaba Soltanalian Ivan Garibay O. Garibay Chen Chen Niloofar Yousefi AI4TS 263 1 0 25 Feb 2025
A Study on the Importance of Features in Detecting Advanced Persistent Threats Using Machine Learning Ehsan Hallaji R. Razavi-Far M. Saif 62 0 0 11 Feb 2025
LLM-Rubric: A Multidimensional, Calibrated Approach to Automated Evaluation of Natural Language Texts Helia Hashemi J. Eisner Corby Rosset Benjamin Van Durme Chris Kedzie 150 6 0 03 Jan 2025
All models are wrong, some are useful: Model Selection with Limited Labels Patrik Okanovic Andreas Kirsch Jannes Kasper Torsten Hoefler Andreas Krause Nezihe Merve Gürel VLM 59 1 0 17 Oct 2024
Towards Dynamic Feature Acquisition on Medical Time Series by Maximizing Conditional Mutual Information Fedor Sergeev Paola Malsot Gunnar Rätsch Vincent Fortuin AI4TS 91 0 0 18 Jul 2024
Local Feature Selection without Label or Feature Leakage for Interpretable Machine Learning Predictions Harrie Oosterhuis Lijun Lyu Avishek Anand FAtt 123 1 0 16 Jul 2024
Partial Information Decomposition for Data Interpretability and Feature Selection Charles Westphal Stephen Hailes Mirco Musolesi 89 0 0 29 May 2024
Multiple-Input Auto-Encoder Guided Feature Selection for IoT Intrusion Detection Systems Phai Vu Dinh Diep N. Nguyen D. Hoang Nguyen Quang Uy E. Dutkiewicz Son Pham Bao 63 1 0 22 Mar 2024
Information-Theoretic Distillation for Reference-less Summarization Jaehun Jung Ximing Lu Liwei Jiang Faeze Brahman Peter West Pang Wei Koh Yejin Choi 89 6 0 20 Mar 2024
Learning to Maximize Mutual Information for Chain-of-Thought Distillation Xin Chen Hanxian Huang Yanjun Gao Yi Wang Jishen Zhao Ke Ding 103 15 0 05 Mar 2024
Constrained Multiview Representation for Self-supervised Contrastive Learning Siyuan Dai Kai Ye Kun Zhao Ge Cui Haoteng Tang Liang Zhan SSL 53 1 0 05 Feb 2024
Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution Ian Covert Chanwoo Kim Su-In Lee James Zou Tatsunori Hashimoto TDI 124 11 0 29 Jan 2024
MINT: A wrapper to make multi-modal and multi-image AI models interactive Jan Freyberg Abhijit Guha Roy Terry Spitz Beverly Freeman M. Schaekermann ... D. Webster Alan Karthikesalingam Yun-Hui Liu Krishnamurthy Dvijotham Umesh Telang 85 1 0 22 Jan 2024
Information-Theoretic State Variable Selection for Reinforcement Learning Charles Westphal Stephen Hailes Mirco Musolesi 78 3 0 21 Jan 2024
Contextual Feature Selection with Conditional Stochastic Gates Ram Dyuthi Sristi Ofir Lindenbaum Shira Lifshitz Maria Lavzin Jackie Schiller Zhengchao Wan Hadas Benisty 74 2 0 21 Dec 2023
Feature Selection in the Contrastive Analysis Setting Ethan Weinberger Ian Covert Su-In Lee 62 2 0 27 Oct 2023
Variational Information Pursuit with Large Language and Multimodal Models for Interpretable Predictions Kwan Ho Ryan Chan Aditya Chattopadhyay B. Haeffele René Vidal 67 0 0 24 Aug 2023
A distributed neural network architecture for dynamic sensor selection with application to bandwidth-constrained body-sensor networks Thomas Strypsteen Alexander Bertrand 36 0 0 16 Aug 2023
Estimating Conditional Mutual Information for Dynamic Feature Selection Soham Gadgil Ian Covert Su-In Lee 99 3 0 05 Jun 2023
Experimental Design for Multi-Channel Imaging via Task-Driven Feature Selection Stefano B. Blumberg Paddy J. Slator Daniel C. Alexander 107 1 0 13 Oct 2022