AAAI

Sim4Seg: Boosting Multimodal Multi-disease Medical Diagnosis Segmentation with Region-Aware Vision-Language Similarity Masks

Lingran Song, Yucheng Zhou, Jianbing Shen

机构 * Lingran Song, Yucheng Zhou, Jianbing Shen（作者） 纠错

Comments AAAI 2026

HiMo-CLIP: Modeling Semantic Hierarchy and Monotonicity in Vision-Language Alignment

Ruijia Wu, Ping Chen, Fei Shen, Shaoan Zhao, Qiang Hui, Huanlin Gao, Ting Lu, Zhaoxiang Liu, Fang Zhao, Kai Wang, Shiguo Lian

Comments Accepted by AAAI 2026 as an Oral Presentation (13 pages, 7 figures, 7 tables)

Journal ref AAAI2026

Differentiable Semantic Meta-Learning Framework for Long-Tail Motion Forecasting in Autonomous Driving

Bin Rao, Chengyue Wang, Haicheng Liao, Qianfang Wang, Yanchen Guan, Jiaxun Zhang, Xingcheng Liu, Meixin Zhu, Kanye Ye Wang, Zhenning Li

Comments Accepted at AAAI-26 (AAAI 2026), Main Track

Beyond Fixed Depth: Adaptive Graph Neural Networks for Node Classification Under Varying Homophily

Asela Hevapathige, Asiri Wijesinghe, Ahad N. Zehmakan

Comments Accepted to AAAI 2026

Adaptive Initial Residual Connections for GNNs with Theoretical Guarantees

Mohammad Shirzadi, Ali Safarpoor Dehkordi, Ahad N. Zehmakan

Comments This is the full version of the paper accepted to the 40th Annual AAAI Conference on Artificial Intelligence (AAAI-2026)

EASE: Practical and Efficient Safety Alignment for Small Language Models

Haonan Shi, Guoli Wang, Tu Ouyang, An Wang

Comments Accepted to AAAI 2026

Enhancing Robustness of Graph Neural Networks through p-Laplacian

Anuj Kumar Sirohi, Subhanu Halder, Kabir Kumar, Sandeep Kumar

Comments Accepted at 5th Workshop on Graphs and more Complex Structures For Learning and Reasoning (GCLR), The 40th AAAI Conference on Artificial Intelligence (AAAI-26)

On-the-Fly OVD Adaptation with FLAME: Few-shot Localization via Active Marginal-Samples Exploration

Yehonathan Refael, Amit Aides, Aviad Barzilai, George Leifman, Genady Beryozkin, Vered Silverman, Bolous Jaber, Tomer Shekel

机构 * Google Research（谷歌研究） 纠错

Journal ref AAAI 2026 Workshop AI4ES

DIFFA: Large Language Diffusion Models Can Listen and Understand

Jiaming Zhou, Hongjie Chen, Shiwan Zhao, Jian Kang, Jie Li, Enzhi Wang, Yujie Guo, Haoqin Sun, Hui Wang, Aobo Kong, Yong Qin, Xuelong Li

机构 * College of Computer Science, Nankai University（南开大学计算机科学学院） ； Institute of Artificial Intelligence (TeleAI), China Telecom（中国电信人工智能研究所） 纠错

Comments Accepted by AAAI 2026

Graph Flow Matching: Enhancing Image Generation with Neighbor-Aware Flow Fields

Md Shahriar Rahim Siddiqui, Moshe Eliasof, Eldad Haber

Comments The 40th Annual AAAI Conference on Artificial Intelligence

Loss-Guided Auxiliary Agents for Overcoming Mode Collapse in GFlowNets

Idriss Malek, Aya Laajil, Abhijith Sharma, Eric Moulines, Salem Lahlou

Comments Accepted to AAAI 2026

Bayesian Network Structural Consensus via Greedy Min-Cut Analysis

Pablo Torrijos, José M. Puerta, Juan A. Aledo, José A. Gámez

机构 * Instituto de Investigación en Informática de Albacete (I3A), Universidad de Castilla-La Mancha, Albacete, Spain（阿尔巴切特信息研究所（I3A）、卡斯蒂利亚-拉曼查大学，阿尔巴切特，西班牙） ； Departamento de Sistemas Informáticos, Universidad de Castilla-La Mancha, Albacete, Spain（信息系统系、卡斯蒂利亚-拉曼查大学，阿尔巴切特，西班牙） ； Departamento de Matemáticas, Universidad de Castilla-La Mancha, Albacete, Spain（数学系、卡斯蒂利亚-拉曼查大学，阿尔巴切特，西班牙） 纠错

Comments Camera-ready version accepted at AAAI-26. The official proceedings version will appear in the Proceedings of the 40th AAAI Conference on Artificial Intelligence (AAAI-26)

HyperSHAP: Shapley Values and Interactions for Explaining Hyperparameter Optimization

Marcel Wever, Maximilian Muschalik, Fabian Fumagalli, Marius Lindauer

Comments Accepted at AAAI-26 (oral)

SM3Det: A Unified Model for Multi-Modal Remote Sensing Object Detection

Yuxuan Li, Xiang Li, Yunheng Li, Yicheng Zhang, Yimian Dai, Qibin Hou, Ming-Ming Cheng, Jian Yang

Comments Accepted as Oral in AAAI 2026

Temporal Inconsistency Guidance for Super-resolution Video Quality Assessment

Yixiao Li, Xiaoyuan Yang, Weide Liu, Xin Jin, Xu Jia, Yukun Lai, Paul L Rosin, Haotao Liu, Wei Zhou

Comments 15 pages, 10 figures, AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE(AAAI-26)

Skill Path: Unveiling Language Skills from Circuit Graphs

Hang Chen, Jiaying Zhu, Xinyu Yang, Wenya Wang

机构 * Hang Chen School of Computer Science and Technology Xi’an Jiaotong University（陈hang 王校计算机科学与技术学院 西安交通大学） ； Jiaying Zhu School of Computer Science and Engineering The Chinese University of Hong Kong（朱继燕 王校计算机科学与工程学院 香港中文大学） ； Xinyu Yang School of Computer Science and Technology Xi’an Jiaotong University（杨新宇 王校计算机科学与技术学院 西安交通大学） ； Wenya Wang School of Computer Science and Engineering Nanyang Technological University（王文雅 王校计算机科学与工程学院 新加坡国立大学） 纠错

Comments accepted by AAAI 2026 (oral)

Condensed Data Expansion Using Model Inversion for Knowledge Distillation

Kuluhan Binici, Shivam Aggarwal, Cihan Acar, Nam Trung Pham, Karianto Leman, Gim Hee Lee, Tulika Mitra

Comments Accepted by the Fortieth AAAI Conference on Artificial Intelligence (AAAI-26)

DeNAS-ViT: Data Efficient NAS-Optimized Vision Transformer for Ultrasound Image Segmentation

Renqi Chen, Xinzhe Zheng, Haoyang Su, Kehan Wu

Comments Accepted by AAAI-26 Main Technical Track

SR-KI: Scalable and Real-Time Knowledge Integration into LLMs via Supervised Attention

Bohan Yu, Wei Huang, Kang Liu

机构 * Baidu（百度） 纠错

Comments Accepted by AAAI 2026

HyMoERec: Hybrid Mixture-of-Experts for Sequential Recommendation

Kunrong Li, Zhu Sun, Kwan Hui Lim

Comments AAAI 2026 Student Abstract

Enhancing Multimodal Misinformation Detection by Replaying the Whole Story from Image Modality Perspective

Bing Wang, Ximing Li, Yanjun Wang, Changchun Li, Lin Yuanbo Wu, Buyu Wang, Shengsheng Wang

Comments Accepted by AAAI 2026. 13 pages, 6 figures. Code: https://github.com/wangbing1416/RETSIMD

Breaking the Modality Barrier: Generative Modeling for Accurate Molecule Retrieval from Mass Spectra

Yiwen Zhang, Keyan Ding, Yihang Wu, Xiang Zhuang, Yi Yang, Qiang Zhang, Huajun Chen

Comments Accepted by AAAI 2026

SPA: Achieving Consensus in LLM Alignment via Self-Priority Optimization

Yue Huang, Xiangqi Wang, Xiangliang Zhang

机构 * University of Notre Dame（诺特大学） 纠错

Comments Accepted by AAAI 2026 (Oral)

Fair Allocation of Indivisible Goods with Variable Groups

Paul Gölz, Ayumi Igarashi, Pasin Manurangsi, Warut Suksompong

Comments Appears in the 40th AAAI Conference on Artificial Intelligence (AAAI), 2026

StreamSTGS: Streaming Spatial and Temporal Gaussian Grids for Real-Time Free-Viewpoint Video

Zhihui Ke, Yuyang Liu, Xiaobo Zhou, Tie Qiu

机构 * Zhihui Ke, Yuyang Liu, Xiaobo Zhou, Tie Qiu（凯之辉、刘雨阳、周小波、邱 tie） 纠错

Comments Accepted by AAAI 2026. Code will be released at https://www.github.com/kkkzh/StreamSTGS

ITPP: Learning Disentangled Event Dynamics in Marked Temporal Point Processes

Wang-Tao Zhou, Zhao Kang, Ke Yan, Ling Tian

Comments Accepted to AAAI'26 Poster

An Epistemic Perspective on Agent Awareness

Pavel Naumov, Alexandra Pavlova

Comments Fortieth AAAI Conference on Artificial Intelligence (AAAI-26)

DiA-gnostic VLVAE: Disentangled Alignment-Constrained Vision Language Variational AutoEncoder for Robust Radiology Reporting with Missing Modalities

Nagur Shareef Shaik, Teja Krishna Cherukuri, Adnan Masood, Dong Hye Ye

Comments Accepted for Oral Presentation at the 40th AAAI Conference on Artificial Intelligence (AAAI-26), Main Technical Track

10 Open Challenges Steering the Future of Vision-Language-Action Models

Soujanya Poria, Navonil Majumder, Chia-Yu Hung, Amir Ali Bagherzadeh, Chuan Li, Kenneth Kwok, Ziwei Wang, Cheston Tan, Jiajun Wu, David Hsu

Comments AAAI 2026 (Senior Track)

Open-World 3D Scene Graph Generation for Retrieval-Augmented Reasoning

Fei Yu, Quan Deng, Shengeng Tang, Yuehua Li, Lechao Cheng

Comments Accepted by AAAI 2026