多模态信息融合

An Adaptive Estimation Approach based on Fisher Information to Overcome the Challenges of LFP Battery SOC Estimation

Junzhe Shi, Shida Jiang, Shengyu Tao, Jaewong Lee, Manashita Borah, Scott Moura

专题命中 融合架构与评测 ：information fusion(abstract)

Combining Log Data and Collaborative Dialogue Features to Predict Project Quality in Middle School AI Education

Conrad Borchers, Xiaoyi Tian, Kristy Elizabeth Boyer, Maya Israel

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments Research paper accepted to the 9th Educational Data Mining in Computer Science Education (CSEDM) Workshop

Graph-Based Adversarial Domain Generalization with Anatomical Correlation Knowledge for Cross-User Human Activity Recognition

Xiaozhou Ye, Kevin I-Kai Wang

专题命中 融合架构与评测 ：information fusion(abstract)

GenDMR: A dynamic multimodal role-swapping network for identifying risk gene phenotypes

Lina Qin, Cheng Zhu, Chuqi Zhou, Yukun Huang, Jiayi Zhu, Ping Liang, Jinju Wang, Yixing Huang, Cheng Luo, Dezhong Yao, Ying Tan

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments 31 pages, 9 figures

ModRWKV: Transformer Multimodality in Linear Time

Jiale Kang, Ziyin Yue, Qingyu Yin, Jiang Rui, Weile Li, Zening Lu, Zhouran Ji

机构 * RWKVOS ； Zhejiang University（浙江大学） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 融合架构与评测 ：information fusion(abstract)

Early Risk Prediction of Pediatric Cardiac Arrest from Electronic Health Records via Multimodal Fused Transformer

Jiaying Lu, Stephanie R. Brown, Songyuan Liu, Shifan Zhao, Kejun Dong, Del Bold, Michael Fundora, Alaa Aljiffry, Alex Fedorov, Jocelyn Grunwell, Xiao Hu

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Journal ref in Proceedings of 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2025)

AdaptMol: Adaptive Fusion from Sequence String to Topological Structure for Few-shot Drug Discovery

Yifan Dai, Xuanbai Ren, Tengfei Ma, Qipeng Yan, Yiping Liu, Yuansheng Liu, Xiangxiang Zeng

机构 * College of Computer Science and Electronic Engineering, Hunan University（湖南大学计算机科学与电子工程学院） ； School of Biomedical Science, Hunan University（湖南大学生物医学科学学院） 纠错

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments 15 pages, 6 figures

A Step towards Interpretable Multimodal AI Models with MultiFIX

Mafalda Malafaia, Thalea Schlender, Tanja Alderliesten, Peter A. N. Bosman

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments 9 pages, 6 figures, submitted to GECCO conference

Multimodal Assessment of Classroom Discourse Quality: A Text-Centered Attention-Based Multi-Task Learning Approach

Ruikun Hou, Babette Bühler, Tim Fütterer, Efe Bozkir, Peter Gerjets, Ulrich Trautwein, Enkelejda Kasneci

机构 * Technical University of Munich（慕尼黑技术大学） ； University of Tübingen（图宾根大学） ； Leibniz-Institut für Wissensmedien（莱比锡知识媒体研究所） 纠错

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments The 18th International Conference on Educational Data Mining (EDM 2025)

Automated Ensemble Multimodal Machine Learning for Healthcare

Fergus Imrie, Stefan Denner, Lucas S. Brunschwig, Klaus Maier-Hein, Mihaela van der Schaar

机构 * Department of Statistics, University of Oxford（统计系，牛津大学） ； Division of Medical Image Computing, German Cancer Research Center (DKFZ)（医学影像计算部，德国癌症研究中心（DKFZ）） ； Medical Faculty Heidelberg, Heidelberg University（海德堡大学医学系） ； École Polytechnique Fédérale de Lausanne（洛桑联邦理工学院） ； Pattern Analysis and Learning Group, Department of Radiation Oncology, Heidelberg University Hospital（模式分析与学习小组，海德堡大学医院放射肿瘤学系） ； National Center for Tumor Diseases (NCT) Heidelberg（海德堡国家肿瘤疾病中心（NCT）） ； Department of Applied Mathematics and Theoretical Physics, University of Cambridge（应用数学与理论物理系，剑桥大学） 纠错

专题命中 融合架构与评测 ：multimodal fusion(abstract)

AugMixCloak: A Defense against Membership Inference Attacks via Image Transformation

Heqing Ren, Chao Feng, Alberto Huertas, Burkhard Stiller

机构 * University of Zurich（苏黎世大学） 纠错

专题命中 融合架构与评测 ：information fusion(abstract)

Domain-Adversarial Anatomical Graph Networks for Cross-User Human Activity Recognition

Xiaozhou Ye, Kevin I-Kai Wang

专题命中 融合架构与评测 ：information fusion(abstract)

M2Rec: Multi-scale Mamba for Efficient Sequential Recommendation

Qianru Zhang, Liang Qu, Honggang Wen, Dong Huang, Siu-Ming Yiu, Nguyen Quoc Viet Hung, Hongzhi Yin

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Advancing Face-to-Face Emotion Communication: A Multimodal Dataset (AFFEC)

Meisam J. Sekiavandi, Laurits Dixen, Jostein Fimland, Sree Keerthi Desu, Antonia-Bianca Zserai, Ye Sul Lee, Maria Barrett, Paolo Burelli

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion

Dingxin Lu, Shurui Wu, Xinyi Huang

专题命中 融合架构与评测 ：multi-modal fusion(abstract)

A Conceptual Model for Attributions in Event-Centric Knowledge Graphs

Florian Plötzky, Katarina Britz, Wolf-Tilo Balke

机构 * ifis.cs.tu-bs.de（技术科学学院） 纠错

专题命中 融合架构与评测 ：information fusion(abstract)

Comments Accepted by Data & Knowledge Engineering, 22 pages, 9 figures

Hadamard product in deep learning: Introduction, Advances and Challenges

Grigorios G Chrysos, Yongtao Wu, Razvan Pascanu, Philip Torr, Volkan Cevher

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments Accepted in IEEE T-PAMI

LO2: Microservice API Anomaly Dataset of Logs and Metrics

Alexander Bakhtin, Jesse Nyyssölä, Yuqing Wang, Noman Ahmad, Ke Ping, Matteo Esposito, Mika Mäntylä, Davide Taibi

专题命中 融合架构与评测 ：multi-modal fusion(abstract)

Multimodal Lego: Model Merging and Fine-Tuning Across Topologies and Modalities in Biomedicine

Konstantin Hemker, Nikola Simidjievski, Mateja Jamnik

专题命中 融合架构与评测 ：multimodal fusion(abstract)

DeepMLF: Multimodal language model with learnable tokens for deep fusion in sentiment analysis

Efthymios Georgiou, Vassilis Katsouros, Yannis Avrithis, Alexandros Potamianos

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments Preprint

Research on the Design of a Short Video Recommendation System Based on Multimodal Information and Differential Privacy

Haowei Yang, Lei Fu, Qingyi Lu, Yue Fan, Tianle Zhang, Ruohan Wang

专题命中 融合架构与评测 ：multimodal fusion(abstract)

AI-Driven Tactical Communications and Networking for Defense: A Survey and Emerging Trends

Victor Monzon Baeza, Raúl Parada, Laura Concha Salor, Carlos Monzo

专题命中 融合架构与评测 ：information fusion(abstract)

Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning

Yichi Zhang, Zhuo Chen, Lingbing Guo, Yajing Xu, Binbin Hu, Ziqi Liu, Wen Zhang, Huajun Chen

专题命中 融合架构与评测 ：multi-modal fusion(abstract)

Comments ICLR 2025 Camera-ready Version. Fix a caption typo in the current version

Social Behaviour Understanding using Deep Neural Networks: Development of Social Intelligence Systems

Ethan Lim Ding Feng, Zhi-Wei Neo, Aaron William De Silva, Kellie Sim, Hong-Ray Tan, Thi-Thanh Nguyen, Karen Wei Ling Koh, Wenru Wang, Hoang D. Nguyen

专题命中 融合架构与评测 ：information fusion(abstract)

Are GNNs Actually Effective for Multimodal Fault Diagnosis in Microservice Systems?

Fei Gao, Ruyue Xin, Xiaocui Li, Yaqiang Zhang

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments 6 pages, 5 figures, submitted to conference

GeoJEPA: Towards Eliminating Augmentation- and Sampling Bias in Multimodal Geospatial Learning

Theodor Lundqvist, Ludvig Delvret

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments 131 pages, 49 figures, 48 tables

Biological Sequence with Language Model Prompting: A Survey

Jiyue Jiang, Zikang Wang, Yuheng Shan, Heyan Chai, Jiayi Li, Zixian Ma, Xinrui Zhang, Yu Li

专题命中 融合架构与评测 ：multimodal fusion(abstract)

EMERGE: Enhancing Multimodal Electronic Health Records Predictive Modeling with Retrieval-Augmented Generation

Yinghao Zhu, Changyu Ren, Zixiang Wang, Xiaochen Zheng, Shiyun Xie, Junlan Feng, Xi Zhu, Zhoujun Li, Liantao Ma, Chengwei Pan

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments CIKM 2024 Full Research Paper; arXiv admin note: text overlap with arXiv:2402.07016

Arithmetic Average Density Fusion -- Part II: Unified Derivation for Unlabeled and Labeled RFS Fusion

Tiancheng Li

专题命中 融合架构与评测 ：information fusion(abstract)

Comments 13 pages, 4 figures, 1 table

Journal ref IEEE Transactions on Aerospace and Electronic Systems, vol. 60, no. 3, pp. 3255-3268, June 2024

Fine-tuning Multimodal Large Language Models for Product Bundling

Xiaohao Liu, Jie Wu, Zhulin Tao, Yunshan Ma, Yinwei Wei, Tat-seng Chua

专题命中 融合架构与评测 ：multimodal fusion(abstract)

Comments Accepted by KDD 2025 (CR)