AAAI

How to Marginalize in Causal Structure Learning?

William Zhao, Guy Van den Broeck, Benjie Wang

Comments 7 pages. Accepted for presentation at the GCLR 2026 Workshop (colocated with AAAI 2026)

Data Whitening Improves Sparse Autoencoder Learning

Ashwin Saraswatula, David Klindt

Comments Accepted to the AAAI 2026 XAI4Science Workshop

Start Small, Think Big: Curriculum-based Relative Policy Optimization for Visual Grounding

Qingyang Yan, Guangyao Chen, Yixiong Zou

Comments AAAI 2026 (Oral)

Just Few States are Enough: Randomized Sparse Feedback for Stability of Dynamical Systems

Zaid Hadach, Hajar El Hammouti, El Houcine Bergou, Adnane Saoud

Comments To appear in the proceedings of AAAI 2026

CellStream: Dynamical Optimal Transport Informed Embeddings for Reconstructing Cellular Trajectories from Snapshots Data

Yue Ling, Peiqi Zhang, Zhenyi Zhang, Peijie Zhou

Comments Published as a conference paper at AAAI 2026 (oral)

Temporal Object-Aware Vision Transformer for Few-Shot Video Object Detection

Yogesh Kumar, Anand Mishra

Comments Accepted at AAAI 2026 Main Track

Credal Ensemble Distillation for Uncertainty Quantification

Kaizheng Wang, Fabio Cuzzolin, David Moens, Hans Hallez

Comments An extended version for Credal Ensemble Distillation for Uncertainty Quantification, which has been accepted for publication at AAAI 2026

Gene Incremental Learning for Single-Cell Transcriptomics

Jiaxin Qi, Yan Cui, Jianqiang Huang, Gaogang Xie

机构 * AAAI 2026 纠错

Comments Accepted by AAAI 2026

MoETTA: Test-Time Adaptation Under Mixed Distribution Shifts with MoE-LayerNorm

Xiao Fan, Jingyan Jiang, Zhaoru Chen, Fanding Huang, Xiao Chen, Qinting Jiang, Bowen Zhang, Xing Tang, Zhi Wang

机构 * Tsinghua University（清华大学） 纠错

Comments Accepted by AAAI 2026 Main Technical Track

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

Segment Anything Across Shots: A Method and Benchmark

Hengrui Hu, Kaining Ying, Henghui Ding

Comments AAAI 2026, Project Page: https://henghuiding.com/SAAS/

Free-Form Scene Editor: Enabling Multi-Round Object Manipulation like in a 3D Engine

Xincheng Shuai, Zhenyuan Qin, Henghui Ding, Dacheng Tao

Comments AAAI 2026, Project Page: https://henghuiding.com/FFSE/

CreBench: Human-Aligned Creativity Evaluation from Idea to Process to Product

Kaiwen Xue, Chenglong Li, Zhonghong Ou, Guoxin Zhang, Kaoyan Lu, Shuai Lyu, Yifan Zhu, Ping Zong Junpeng Ding, Xinyu Liu, Qunlin Chen, Weiwei Qin, Yiran Shen, Jiayi Cen

Comments 13 pages, 3 figures,The 40th Annual AAAI Conference on Artificial Intelligence(AAAI 2026),Paper has been accepted for a poster presentation

ICLR: Inter-Chrominance and Luminance Interaction for Natural Color Restoration in Low-Light Image Enhancement

Xin Xu, Hao Liu, Wei Liu, Wei Wang, Jiayi Wu, Kui Jiang

Comments Accepted by AAAI-26

Hierarchical Prompt Learning for Image- and Text-Based Person Re-Identification

Linhan Zhou, Shuang Li, Neng Dong, Yonghang Tai, Yafei Zhang, Huafeng Li

Comments 9 pages, 4 figures, accepted by AAAI 2026

Opt3DGS: Optimizing 3D Gaussian Splatting with Adaptive Exploration and Curvature-Aware Exploitation

Ziyang Huang, Jiagang Chen, Jin Liu, Shunping Ji

Comments Accepted at AAAI 2026 as a Conference Paper

InterMoE: Individual-Specific 3D Human Interaction Generation via Dynamic Temporal-Selective MoE

Lipeng Wang, Hongxing Fan, Haohua Chen, Zehuan Huang, Lu Sheng

Comments Accepted to AAAI-26. Codes: https://github.com/Lighten001/InterMoE