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MultiModN- Multimodal, Multi-Task, Interpretable Modular Networks
Neural Information Processing Systems (NeurIPS), 2023
25 September 2023
Vinitra Swamy
Malika Satayeva
Jibril Frej
Thierry Bossy
Thijs Vogels
Martin Jaggi
Tanja Käser
Mary-Anne Hartley
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Papers citing
"MultiModN- Multimodal, Multi-Task, Interpretable Modular Networks"
11 / 11 papers shown
Title
MedM2T: A MultiModal Framework for Time-Aware Modeling with Electronic Health Record and Electrocardiogram Data
Yu-Chen Kuo
Yi-Ju Tseng
AI4TS
56
0
0
31 Oct 2025
Leveraging Generic Foundation Models for Multimodal Surgical Data Analysis
Simon Pezold
Jérôme A. Kurylec
Jan S. Liechti
Beat P. Müller
Joël L. Lavanchy
30
0
0
08 Sep 2025
Mixture of Cognitive Reasoners: Modular Reasoning with Brain-Like Specialization
Badr AlKhamissi
C. Nicolò De Sabbata
Greta Tuckute
Zeming Chen
Martin Schrimpf
Antoine Bosselut
MoE
LRM
173
3
0
16 Jun 2025
I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts
Jiayi Xin
Sukwon Yun
Jie Peng
Inyoung Choi
Jenna L. Ballard
Tianlong Chen
Qi Long
MoE
120
5
0
25 May 2025
A Step towards Interpretable Multimodal AI Models with MultiFIX
Mafalda Malafaia
Thalea Schlender
Tanja Alderliesten
Peter A. N. Bosman
139
1
0
16 May 2025
Bag of Tricks for Multimodal AutoML with Image, Text, and Tabular Data
Zhiqiang Tang
Zihan Zhong
Tong He
Gerald Friedland
331
4
0
19 Dec 2024
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey
Yunkai Dang
Kaichen Huang
Jiahao Huo
Yibo Yan
Shijie Huang
...
Kun Wang
Yong Liu
Jing Shao
Hui Xiong
Xuming Hu
LRM
365
47
0
03 Dec 2024
Seeking the Sufficiency and Necessity Causal Features in Multimodal Representation Learning
Boyu Chen
Junjie Liu
Zhu Li
Mengyue yang
237
1
0
29 Aug 2024
FlexCare: Leveraging Cross-Task Synergy for Flexible Multimodal Healthcare Prediction
Muhao Xu
Zhenfeng Zhu
Youru Li
Shuai Zheng
Yawei Zhao
Kunlun He
Yao Zhao
157
4
0
17 Jun 2024
DeCo: Decoupling Token Compression from Semantic Abstraction in Multimodal Large Language Models
Linli Yao
Lei Li
Shuhuai Ren
Lean Wang
Yuanxin Liu
Xu Sun
Lu Hou
173
57
0
31 May 2024
LVLM-Interpret: An Interpretability Tool for Large Vision-Language Models
Gabriela Ben-Melech Stan
Estelle Aflalo
R. Y. Rohekar
Anahita Bhiwandiwalla
Shao-Yen Tseng
Matthew Lyle Olson
Yaniv Gurwicz
Chenfei Wu
Nan Duan
Vasudev Lal
373
14
0
03 Apr 2024
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