MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance

28 May 2024

Papers citing "MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance"

11 / 11 papers shown

Title
Towards Explainable Fusion and Balanced Learning in Multimodal Sentiment Analysis Miaosen Luo Yuncheng Jiang Sijie Mai 41 0 0 16 Apr 2025
DynCIM: Dynamic Curriculum for Imbalanced Multimodal Learning Chengxuan Qian Kai Han J. Wang Zhenlong Yuan Rui Qian Chongwen Lyu Jun Chen 46 1 0 09 Mar 2025
Rebalanced Multimodal Learning with Data-aware Unimodal Sampling Qingyuan Jiang Zhouyang Chi Xiao Ma Qirong Mao Yang Yang Jinhui Tang 59 0 0 05 Mar 2025
Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion Qingyuan Jiang Longfei Huang Yang Yang 55 0 0 27 Feb 2025
MTPareto: A MultiModal Targeted Pareto Framework for Fake News Detection Kaiying Yan Moyang Liu Yukun Liu Ruibo Fu Zhengqi Wen J. Tao Xuefei Liu Guanjun Li 31 0 0 12 Jan 2025
On-the-fly Modulation for Balanced Multimodal Learning Yake Wei D. Hu Henghui Du Ji-Rong Wen 11 7 0 15 Oct 2024
Diagnosing and Re-learning for Balanced Multimodal Learning Yake Wei Siwei Li Ruoxuan Feng Di Hu 33 3 0 12 Jul 2024
Benchmarking Vision-Language Contrastive Methods for Medical Representation Learning Shuvendu Roy Yasaman Parhizkar Franklin Ogidi Vahid Reza Khazaie Michael Colacci Ali Etemad Elham Dolatabadi Arash Afkanpour VLM 35 1 0 11 Jun 2024
On Uni-Modal Feature Learning in Supervised Multi-Modal Learning Chenzhuang Du Jiaye Teng Tingle Li Yichen Liu Tianyuan Yuan Yue Wang Yang Yuan Hang Zhao 41 38 0 02 May 2023
VLP: A Survey on Vision-Language Pre-training Feilong Chen Duzhen Zhang Minglun Han Xiuyi Chen Jing Shi Shuang Xu Bo Xu VLM 79 208 0 18 Feb 2022
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 273 2,878 0 15 Sep 2016