AAAI

Multi-Agent VLMs Guided Self-Training with PNU Loss for Low-Resource Offensive Content Detection

Han Wang, Deyi Ji, Junyu Lu, Lanyun Zhu, Hailong Zhang, Haiyang Wu, Liqun Liu, Peng Shu, Roy Ka-Wei Lee

Comments 8 pages, 4 figures, Fortieth AAAI Conference on Artificial Intelligence (AAAI-26)

Decoupling Scene Perception and Ego Status: A Multi-Context Fusion Approach for Enhanced Generalization in End-to-End Autonomous Driving

Jiacheng Tang, Mingyue Feng, Jiachao Liu, Yaonong Wang, Jian Pu

Comments Accepted to AAAI 2026 (Oral)

UNSEEN: Enhancing Dataset Pruning from a Generalization Perspective

Furui Xu, Shaobo Wang, Jiajun Zhang, Chenghao Sun, Haixiang Tang, Linfeng Zhang

Comments AAAI 2026, 13 pages, 9 figures, 5 tables

PFAvatar: Pose-Fusion 3D Personalized Avatar Reconstruction from Real-World Outfit-of-the-Day Photos

Dianbing Xi, Guoyuan An, Jingsen Zhu, Zhijian Liu, Yuan Liu, Ruiyuan Zhang, Jiayuan Lu, Yuchi Huo, Rui Wang

Comments Accepted by AAAI 2026

MicroEvoEval: A Systematic Evaluation Framework for Image-Based Microstructure Evolution Prediction

Qinyi Zhang, Duanyu Feng, Ronghui Han, Yangshuai Wang, Hao Wang

Comments Accepted by AAAI 2026

FGM-HD: Boosting Generation Diversity of Fractal Generative Models through Hausdorff Dimension Induction

Haowei Zhang, Yuanpei Zhao, Ji-Zhe Zhou, Mao Li

Comments 12 pages, AAAI-26

Melodia: Training-Free Music Editing Guided by Attention Probing in Diffusion Models

Yi Yang, Haowen Li, Tianxiang Li, Boyu Cao, Xiaohan Zhang, Liqun Chen, Qi Liu

Comments AAAI 2026 (Oral)

VSPO: Validating Semantic Pitfalls in Ontology via LLM-Based CQ Generation

Hyojun Choi, Seokju Hwang, Kyong-Ho Lee

Comments Accepted at AAAI 2026 oral

Resource Efficient Sleep Staging via Multi-Level Masking and Prompt Learning

Lejun Ai, Yulong Li, Haodong Yi, Jixuan Xie, Yue Wang, Jia Liu, Min Chen, Rui Wang

Comments 16 pages, 4 figures, to be published in AAAI 2026

TalkSketch: Multimodal Generative AI for Real-time Sketch Ideation with Speech

Weiyan Shi, Sunaya Upadhyay, Geraldine Quek, Kenny Tsu Wei Choo

机构 * Singapore University of Technology and Design（新加坡科技设计大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments Accepted at AAAI 2026 Workshop on Creative AI for Live Interactive Performances (CLIP). To be published in Springer CCIS series

Do Retrieval Augmented Language Models Know When They Don't Know?

Youchao Zhou, Heyan Huang, Yicheng Liu, Rui Dai, Xinglin Wang, Xingchen Zhang, Shumin Shi, Yang Deng

机构 * SMU（南密西西比大学） 纠错

Comments AAAI 2026 camera ready version. Extended version with Appendix is coming soon

UVLM: Benchmarking Video Language Model for Underwater World Understanding

Xizhe Xue, Yang Zhou, Dawei Yan, Lijie Tao, Junjie Li, Ying Li, Haokui Zhang, Rong Xiao

Comments 18 pages, 10 figures, 7 tables. Accepted to the Fortieth AAAI Conference on Artificial Intelligence (AAAI-26), 2026

Anti-adversarial Learning: Desensitizing Prompts for Large Language Models

Xuan Li, Zhe Yin, Xiaodong Gu, Beijun Shen

机构 * Beijun Shen（沈贝俊） 纠错

Comments Accepted to AAAI 2026

ElementaryNet: A Non-Strategic Neural Network for Predicting Human Behavior in Normal-Form Games

Greg d'Eon, Hala Murad, Kevin Leyton-Brown, James R. Wright

Comments 7 pages (body) + 1 page (acknowledgements and references) + 7 pages (appendix). Accepted to AAAI 2026