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MultiModN- Multimodal, Multi-Task, Interpretable Modular Networks
v1v2 (latest)

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
ArXiv (abs)PDFHTML

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
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
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
Mixture of Cognitive Reasoners: Modular Reasoning with Brain-Like Specialization
Badr AlKhamissi
C. Nicolò De Sabbata
Greta Tuckute
Zeming Chen
Martin Schrimpf
Antoine Bosselut
MoELRM
173
3
0
16 Jun 2025
I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts
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
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
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
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
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
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
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
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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