AAAI

Rectified Noise: A Generative Model Using Positive-incentive Noise

Zhenyu Gu, Yanchen Xu, Sida Huang, Yubin Guo, Hongyuan Zhang

Comments Accepted by AAAI 2026

A Theoretical Analysis of Detecting Large Model-Generated Time Series

Junji Hou, Junzhou Zhao, Shuo Zhang, Pinghui Wang

Comments 23 pages,12 figures, to be published in AAAI-2026 main track

Real Garment Benchmark (RGBench): A Comprehensive Benchmark for Robotic Garment Manipulation featuring a High-Fidelity Scalable Simulator

Wenkang Hu, Xincheng Tang, Yanzhi E, Yitong Li, Zhengjie Shu, Wei Li, Huamin Wang, Ruigang Yang

Comments 2026 AAAI Accept

DcMatch: Unsupervised Multi-Shape Matching with Dual-Level Consistency

Tianwei Ye, Yong Ma, Xiaoguang Mei

机构 * Tianwei Ye, Yong Ma, Xiaoguang Mei（田伟毅、马永、梅小广） 纠错

Comments Accepted by AAAI 2026

SparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning

Huanxuan Liao, Yixing Xu, Shizhu He, Guanchen Li, Xuanwu Yin, Dong Li, Emad Barsoum, Jun Zhao, Kang Liu

Comments accepted to AAAI 2026

ComoRAG: A Cognitive-Inspired Memory-Organized RAG for Stateful Long Narrative Reasoning

Juyuan Wang, Rongchen Zhao, Wei Wei, Yufeng Wang, Mo Yu, Jie Zhou, Jin Xu, Liyan Xu

机构 * Tencent（腾讯） 纠错

Comments Accepted by AAAI 2026

LeanRAG: Knowledge-Graph-Based Generation with Semantic Aggregation and Hierarchical Retrieval

Yaoze Zhang, Rong Wu, Pinlong Cai, Xiaoman Wang, Guohang Yan, Song Mao, Ding Wang, Botian Shi

Comments Accepted by AAAI-26

PET2Rep: Towards Vision-Language Model-Drived Automated Radiology Report Generation for Positron Emission Tomography

Yichi Zhang, Wenbo Zhang, Zehui Ling, Gang Feng, Sisi Peng, Deshu Chen, Yuchen Liu, Hongwei Zhang, Shuqi Wang, Lanlan Li, Limei Han, Yuan Cheng, Zixin Hu, Yuan Qi, Le Xue

Comments Accepted by AAAI 2026

ConvMix: A Mixed-Criteria Data Augmentation Framework for Conversational Dense Retrieval

Fengran Mo, Jinghan Zhang, Yuchen Hui, Jia Ao Sun, Zhichao Xu, Zhan Su, Jian-Yun Nie

机构 * Fengran Mo 1（摩峰ran 1） ； Jinghan Zhang 2（张 Jinghan 2） ； Yuchen Hui 1（慧 Yuchen 1） ； Jia Ao Sun 1（Sun Jia Ao 1） ； Zhichao Xu 3（徐 Zhichao 3） ； Zhan Su 1（苏 Zhan 1） ； Jian-Yun Nie 1（Nie Jian-Yun 1） 纠错

Comments Accepted by AAAI 2026

Higher-Order Responsibility

Junli Jiang, Pavel Naumov

Comments 40th AAAI Conference on Artificial Intelligence (AAAI-26)

anyECG-chat: A Generalist ECG-MLLM for Flexible ECG Input and Multi-Task Understanding

Haitao Li, Ziyu Li, Yiheng Mao, Ziyi Liu, Zhoujian Sun, Zhengxing Huang

Comments AAAI 2026

Teaching Large Language Models to Maintain Contextual Faithfulness via Synthetic Tasks and Reinforcement Learning

Shuzheng Si, Haozhe Zhao, Cheng Gao, Yuzhuo Bai, Zhitong Wang, Bofei Gao, Kangyang Luo, Wenhao Li, Yufei Huang, Gang Chen, Fanchao Qi, Minjia Zhang, Baobao Chang, Maosong Sun

机构 * Shuzheng Si（上海交通大学） ； Haozhe Zhao（上海交通大学） ； Cheng Gao（上海交通大学） ； Yuzhuo Bai（上海交通大学） ； Zhitong Wang（上海交通大学） ； Bofei Gao（上海交通大学） ； Kangyang Luo（上海交通大学） ； Wenhao Li（上海交通大学） ； Yufei Huang（上海交通大学） ； Gang Chen（上海交通大学） ； Fanchao Qi（上海交通大学） ； Minjia Zhang（上海交通大学） ； Baobao Chang（上海交通大学） ； Maosong Sun（复旦大学） 纠错

Comments AAAI 2026 (Oral Presentation)

Clear Nights Ahead: Towards Multi-Weather Nighttime Image Restoration

Yuetong Liu, Yunqiu Xu, Yang Wei, Xiuli Bi, Bin Xiao

Comments 18 pages, 20 figures, Accepted by AAAI 2026

RefiDiff: Progressive Refinement Diffusion for Efficient Missing Data Imputation

Md Atik Ahamed, Qiang Ye, Qiang Cheng

Comments AAAI 2026

Sim-to-Real: An Unsupervised Noise Layer for Screen-Camera Watermarking Robustness

Yufeng Wu, Xin Liao, Baowei Wang, Han Fang, Xiaoshuai Wu, Mingyue Chen, Guiling Wang

Comments Accepted by AAAI-2026

MAPS: Multi-Agent Personality Shaping for Collaborative Reasoning

Jian Zhang, Zhiyuan Wang, Zhangqi Wang, Fangzhi Xu, Qika Lin, Lingling Zhang, Rui Mao, Erik Cambria, Jun Liu

Comments AAAI 2026

MARS: Multi-Agent Adaptive Reasoning with Socratic Guidance for Automated Prompt Optimization

Jian Zhang, Zhangqi Wang, Haiping Zhu, Kangda Cheng, Kai He, Bo Li, Qika Lin, Jun Liu, Erik Cambria

Comments AAAI 2026

FedP$^2$EFT: Federated Learning to Personalize PEFT for Multilingual LLMs

Royson Lee, Minyoung Kim, Fady Rezk, Rui Li, Stylianos I. Venieris, Timothy Hospedales

Comments Accepted at the 40th Annual AAAI Conference on Artificial Intelligence (AAAI-26)

An Information Theoretic Evaluation Metric For Strong Unlearning

Dongjae Jeon, Wonje Jeung, Taeheon Kim, Albert No, Jonghyun Choi

Comments Accepted at AAAI 2026

Formal Verification of Diffusion Auctions

Rustam Galimullin, Munyque Mittelmann, Laurent Perrussel

Comments This is an extended version of the paper with the same title that will appear in the proceedings of AAAI 2026. This version contains a technical appendix with proof details that, for space reasons, do not appear in the AAAI 2026 version

Predict and Resist: Long-Term Accident Anticipation under Sensor Noise

Xingcheng Liu, Bin Rao, Yanchen Guan, Chengyue Wang, Haicheng Liao, Jiaxun Zhang, Chengyu Lin, Meixin Zhu, Zhenning Li

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

3D4D: An Interactive, Editable, 4D World Model via 3D Video Generation

Yunhong He, Zhengqing Yuan, Zhengzhong Tu, Yanfang Ye, Lichao Sun

Comments Accepted by AAAI 2026 Demo Track

Empowering DINO Representations for Underwater Instance Segmentation via Aligner and Prompter

Zhiyang Chen, Chen Zhang, Hao Fang, Runmin Cong

Comments AAAI 2026

Adaptive Multi-Agent Response Refinement in Conversational Systems

Soyeong Jeong, Aparna Elangovan, Emine Yilmaz, Oleg Rokhlenko

机构 * KAIST（韩国科学技术院） ； Amazon（亚马逊） ； Collate ； University College London（伦敦大学学院） 纠错

Comments LaCATODA Workshop @ AAAI 2026

Test-time Diverse Reasoning by Riemannian Activation Steering

Ly Tran Ho Khanh, Dongxuan Zhu, Man-Chung Yue, Viet Anh Nguyen

Comments 19 pages, 6 figures. Accepted for publication at AAAI 2026 (40th AAAI Conference on Artificial Intelligence)

ImagebindDC: Compressing Multi-modal Data with Imagebind-based Condensation

Yue Min, Shaobo Wang, Jiaze Li, Tianle Niu, Junxin Fan, Yongliang Miao, Lijin Yang, Linfeng Zhang

机构 * EPIC Lab, SJTU（上海交通大学EPIC实验室） ； Bosch Corporate Research Asia Pacific（博世亚太公司研究部） ； HKUST（香港科技大学） 纠错

Comments AAAI 2026, 18 pages, 6 figures, 6 tables

LayerEdit: Disentangled Multi-Object Editing via Conflict-Aware Multi-Layer Learning

Fengyi Fu, Mengqi Huang, Lei Zhang, Zhendong Mao

机构 * University of Science and Technology of China（中国科学技术大学） 纠错

Comments The 40th Annual AAAI Conference on Artificial Intelligence

Where and What Matters: Sensitivity-Aware Task Vectors for Many-Shot Multimodal In-Context Learning

Ziyu Ma, Chenhui Gou, Yiming Hu, Yong Wang, Xiangxiang Chu, Bohan Zhuang, Jianfei Cai

Comments Accepted by AAAI 2026

Hierarchical Direction Perception via Atomic Dot-Product Operators for Rotation-Invariant Point Clouds Learning

Chenyu Hu, Xiaotong Li, Hao Zhu, Biao Hou

Comments Accepted to AAAI 2026. Code is available at: https://github.com/wxszreal0/DiPVNet

Deep (Predictive) Discounted Counterfactual Regret Minimization

Hang Xu, Kai Li, Haobo Fu, Qiang Fu, Junliang Xing, Jian Cheng

Comments Accepted to 40th AAAI Conference on Artificial Intelligence (AAAI 2026)