IJCAI

FinGPT: Open-Source Financial Large Language Models

Hongyang Yang, Xiao-Yang Liu, Christina Dan Wang

机构 * AI4Finance Foundation（AI4Finance基金会） ； Columbia University（哥伦比亚大学） ； New York University Shanghai（纽约大学上海） 纠错

Comments Accepted by the FinLLM Symposium at IJCAI 2023. Recipient of the Best Presentation Award (Hongyang Yang). Workshop link: https://finllm.github.io/workshop. This is the first official FinGPT paper; please cite this work when referencing FinGPT

Diversity-Aware Reinforcement Learning for de novo Drug Design

Hampus Gummesson Svensson, Christian Tyrchan, Ola Engkvist, Morteza Haghir Chehreghani

机构 * Chalmers University of Technology and University of Gothenburg（查尔姆斯理工大学和哥德堡大学） ； Molecular AI, Discovery Sciences, R&D, AstraZeneca（分子人工智能、发现科学、研发、阿斯利康） ； Medicinal Chemistry, Research and Early Development, Respiratory and Immunology (R&I), BioPharmaceuticals R&D, AstraZeneca（药物化学、研究与早期开发、呼吸系统与免疫学（R&I）、生物制药研发、阿斯利康） 纠错

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2025

Evaluating the Ability of Large Language Models to Reason about Cardinal Directions, Revisited

Anthony G Cohn, Robert E Blackwell

机构 * School of Computer Science, University of Leeds, UK（利兹大学计算机科学学院） ； Alan Turing Institute, London, UK（艾伦·图灵研究所） 纠错

Comments 8 pages, 5 figures. Accepted at QR 2025 : 38th International Workshop on Qualitative Reasoning at IJCAI. arXiv admin note: substantial text overlap with arXiv:2406.16528

Poisoning Deep Learning Based Recommender Model in Federated Learning Scenarios

Dazhong Rong, Qinming He, Jianhai Chen

Comments This paper has been accepted by the 31st International Joint Conference on Artificial Intelligence (IJCAI-22, Main Track)

Enhancing Multimodal Protein Function Prediction Through Dual-Branch Dynamic Selection with Reconstructive Pre-Training

Xiaoling Luo, Peng Chen, Chengliang Liu, Xiaopeng Jin, Jie Wen, Yumeng Liu, Junsong Wang

机构 * College of Computer Science and Software Engineering, Shenzhen University（深圳大学计算机科学与软件工程学院） ； College of Applied Technology, Shenzhen University（深圳大学应用技术学院） ； Laboratory for Artificial Intelligence in Design, Hong Kong（人工智能设计实验室（香港）） ； College of Big Data and Internet, Shenzhen Technology University（深圳技术大学大数据与互联网学院） ； College of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学深圳学院计算机科学与技术学院） 纠错

Journal ref Proceedings of the IJCAI-25, 7598--7606 (2025)

Detection and Geographic Localization of Natural Objects in the Wild: A Case Study on Palms

Kangning Cui, Rongkun Zhu, Manqi Wang, Wei Tang, Gregory D. Larsen, Victor P. Pauca, Sarra Alqahtani, Fan Yang, David Segurado, David Lutz, Jean-Michel Morel, Miles R. Silman

机构 * Department of Mathematics, City University of Hong Kong（香港城市大学数学系） ； Department of Computer Science, Xidian University（西安电子科技大学计算机学院） ； Department of Biology, Wake Forest University（威克森林大学生物系） ； School of Arts & Sciences, Colby-Sawyer College（科尔比-萨威学院艺术与科学学院） 纠错

Comments 15 pages, 8 figures, 4 tables

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-25), 2025, pp. 9601-9609

Grounding Methods for Neural-Symbolic AI

Rodrigo Castellano Ontiveros, Francesco Giannini, Marco Gori, Giuseppe Marra, Michelangelo Diligenti

机构 * University of Siena（锡耶纳大学） ； Scuola Normale Superiore（正规大学） ； KU Leuven（卢森堡大学） 纠错

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-25), pp. 4806-4814, 2025

Federated Low-Rank Adaptation for Foundation Models: A Survey

Yiyuan Yang, Guodong Long, Qinghua Lu, Liming Zhu, Jing Jiang, Chengqi Zhang

机构 * University of Technology Sydney（技术大学悉尼大学） ； CSIRO’s Data61（CSIRO的数据61） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-25), Survey Track, pp. 10779-10787, 2025

Cross-Domain Feature Augmentation for Domain Generalization

Yingnan Liu, Yingtian Zou, Rui Qiao, Fusheng Liu, Mong Li Lee, Wynne Hsu

机构 * School of Computing, National University of Singapore（新加坡国立大学计算机学院） ； Institute of Data Science, National University of Singapore（新加坡国立大学数据科学研究所） 纠错

Comments Accepted to the 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024); Code is available at https://github.com/NancyQuris/XDomainMix

Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot Learning

Hao Tang, Shengfeng He, Jing Qin

机构 * Centre for Smart Health, The Hong Kong Polytechnic University（香港理工大学智能健康中心） ； School of Computing and Information Systems, Singapore Management University（新加坡管理大学计算机与信息系统学院） 纠错

Comments Accepted by IJCAI 2025

Non-expansive Fuzzy ALC

Stefan Gebhart, Lutz Schröder, Paul Wild

Journal ref International Joint Conference on Artificial Intelligence (2025) 4509-4517

Minimizing the Value-at-Risk of Loan Portfolio via Deep Neural Networks

Albert Di Wang, Ye Du

Journal ref IJCAI 2017 Workshop on AI Applications in E-Commerce

Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks

Yumeng Wang, Zengyi Wo, Wenjun Wang, Xingcheng Fu, Minglai Shao

机构 * School of New Media and Communication, Tianjin University（天津大学新媒体与传播学院） ； College of Intelligence and Computing, Tianjin University（天津大学智能与计算学院） ； Yazhou Bay Innovation Institute, Hainan Tropical Ocean University（海南热带海洋大学亚龙湾创新研究院） ； Key Lab of Education Blockchain and Intelligent Technology, Guangxi Normal University（广西师范大学教育区块链与智能技术重点实验室） 纠错

Comments 10 pages, 5 figures, Accepted at IJCAI 2025. Proceedings: https://www.ijcai.org/proceedings/2025/0724.pdf

BEVTrack: A Simple and Strong Baseline for 3D Single Object Tracking in Bird's-Eye View

Yuxiang Yang, Yingqi Deng, Mian Pan, Zheng-Jun Zha, Jing Zhang

Comments IJCAI version

Minimizing Reachability Times on Temporal Graphs via Shifting Labels

Argyrios Deligkas, Eduard Eiben, George Skretas

Comments A preliminary version has been published in IJCAI 2023

Soft Reasoning Paths for Knowledge Graph Completion

Yanning Hou, Sihang Zhou, Ke Liang, Lingyuan Meng, Xiaoshu Chen, Ke Xu, Siwei Wang, Xinwang Liu, Jian Huang

Comments Accepted by IJCAI 2025

Verified Certificates via SAT and Computer Algebra Systems for the Ramsey $R(3, 8)$ and $R(3, 9)$ Problems

Zhengyu Li, Conor Duggan, Curtis Bright, Vijay Ganesh

Comments To appear at IJCAI 2025

THEMIS: Unlocking Pretrained Knowledge with Foundation Model Embeddings for Anomaly Detection in Time Series

Yadav Mahesh Lorik, Kaushik Sarveswaran, Nagaraj Sundaramahalingam, Aravindakumar Venugopalan

机构 * Comcast India Engineering Center（Comcast印度工程中心） 纠错

Comments Oral Presentation. AI4TS Workshop, IJCAI'25

Representation Learning for Compressed Video Action Recognition via Attentive Cross-modal Interaction with Motion Enhancement

Bing Li, Jiaxin Chen, Dongming Zhang, Xiuguo Bao, Di Huang

Comments Accepted to IJCAI 2022

Efficient Dynamic Ensembling for Multiple LLM Experts

Jinwu Hu, Yufeng Wang, Shuhai Zhang, Kai Zhou, Guohao Chen, Yu Hu, Bin Xiao, Mingkui Tan

机构 * South China University of Technology（华南理工大学） ； Pazhou Laboratory（琶洲实验室） ； Peng Cheng Laboratory（鹏城实验室） ； Hong Kong Polytechnic University（香港理工大学） ； Chongqing University of Posts and Telecommunications（重庆邮电大学） ； Key Laboratory of Big Data and Intelligent Robot, Ministry of Education（教育部大数据与智能机器人重点实验室） 纠错

Comments IJCAI 2025

FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization

Zhiyuan Ning, Chunlin Tian, Meng Xiao, Wei Fan, Pengyang Wang, Li Li, Pengfei Wang, Yuanchun Zhou

机构 * Computer Network Information Center, Chinese Academy of Sciences（中国科学院计算机网络信息中心） ； University of Chinese Academy of Sciences（中国科学院大学） ； Hangzhou Institute for Advanced Study, UCAS（UCAS杭州先进研究院） ； Department of Computer and Information Science, IOTSC, University of Macau（澳门科技大学计算机与信息科学系） ； University of Oxford（牛津大学） 纠错

Comments Accepted by IJCAI-2024; Add an appendix

Pay Attention to the Keys: Visual Piano Transcription Using Transformers

Uros Zivanovic, Ivan Pilkov, Carlos Eduardo Cancino-Chacón

机构 * Universty of Trieste（特内里费大学） ； Institute of Computational Perception, Johannes Kepler University Linz（计算感知研究所，约翰·凯普尔大学林茨） 纠错

Comments IJCAI 2025 Camera Ready

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2025. Pages 10243-10251

Comprehensive Review of Neural Differential Equations for Time Series Analysis

YongKyung Oh, Seungsu Kam, Jonghun Lee, Dong-Young Lim, Sungil Kim, Alex Bui

机构 * Medical & Imaging Informatics (MII) Group, University of California, Los Angeles (UCLA)（加州大学洛杉矶分校医学与影像信息学组） ； Department of Industrial Engineering, Ulsan National Institute of Science and Technology (UNIST)（乌山国立科学技术研究院工业工程系） ； Artificial Intelligence Graduate School, Ulsan National Institute of Science and Technology (UNIST)（乌山国立科学技术研究院人工智能研究生院） 纠错

Comments Published at the Thirty-Fourth International Joint Conference on Artificial Intelligence (IJCAI 2025), Survey Track. https://www.ijcai.org/proceedings/2025/1179

CGI: Identifying Conditional Generative Models with Example Images

Zhi Zhou, Hao-Zhe Tan, Peng-Xiao Song, Lan-Zhe Guo

机构 * National Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家实验室，南京大学，中国） ； School of Computer Science, Nanjing University, China（计算机科学学院，南京大学，中国） ； School of Intelligence Science and Technology, Nanjing University, China（智能科学与技术学院，南京大学，中国） ； School of Artificial Intelligence, Nanjing University, China（人工智能学院，南京大学，中国） 纠错

Comments Accepted by IJCAI 2025

Constructive Conflict-Driven Multi-Agent Reinforcement Learning for Strategic Diversity

Yuxiang Mai, Qiyue Yin, Wancheng Ni, Pei Xu, Kaiqi Huang

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； CRISE, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences（复杂系统认知与决策智能重点实验室，中国科学院自动化研究所） 纠错

Comments Accepted by IJCAI 2025

Journal ref Proceedings of the 34th International Joint Conference on Artificial Intelligence (IJCAI-25), 2025

Robult: Leveraging Redundancy and Modality Specific Features for Robust Multimodal Learning

Duy A. Nguyen, Abhi Kamboj, Minh N. Do

机构 * Siebel School of Computing and Data Science, UIUC, US（UIUC计算机与数据科学学院） ； Department of Electrical and Computer Engineering, UIUC, US（UIUC电气与计算机工程学院） ； VinUni-Illinois Smart Health Center, VinUniversity, Vietnam（Vin大学-伊利诺伊智能健康中心） 纠错

Comments Accepted and presented at IJCAI 2025 in Montreal, Canada

Conditional Denoising Meets Polynomial Modeling: A Flexible Decoupled Framework for Time Series Forecasting

Jintao Zhang, Mingyue Cheng, Xiaoyu Tao, Zhiding Liu, Daoyu Wang

机构 * State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学） 纠错

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence 2025, Main Track

A Hybrid Multi-Factor Network with Dynamic Sequence Modeling for Early Warning of Intraoperative Hypotension

Mingyue Cheng, Jintao Zhang, Zhiding Liu, Chunli Liu

机构 * State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学） ； Intelligent Interconnected Systems Laboratory of Anhui Province, Hefei University of Technology（安徽省智能互联系统实验室，合肥工业大学） 纠错

Journal ref Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence 2025, Main Track

ST-USleepNet: A Spatial-Temporal Coupling Prominence Network for Multi-Channel Sleep Staging

Jingying Ma, Qika Lin, Ziyu Jia, Mengling Feng

机构 * Saw Swee Hock School of Public Health, National University of Singapore（新加坡国立大学公共健康学院） ； Institute of Data Science, National University of Singapore（新加坡国立大学数据科学研究所） ； Beijing Key Laboratory of Brainnetome and Brain-Computer Interface, Institute of Automation, Chinese Academy of Sciences（北京脑网膜与脑机接口重点实验室，中国科学院自动化研究所） ； Brainnetome Center, Institute of Automation, Chinese Academy of Sciences（脑网膜中心，中国科学院自动化研究所） 纠错

Journal ref IJCAI-25, Main Track, pp. 4182-4190, 2025

GATES: Cost-aware Dynamic Workflow Scheduling via Graph Attention Networks and Evolution Strategy

Ya Shen, Gang Chen, Hui Ma, Mengjie Zhang

机构 * Centre for Data Science and Artificial Intelligence & School of Engineering and Computer Science（数据科学与人工智能中心及工程与计算机科学学院） 纠错

Comments This paper has been accepted by the 34th International Joint Conference on Artificial Intelligence (IJCAI-2025)