AAAI

PressTrack-HMR: Pressure-Based Top-Down Multi-Person Global Human Mesh Recovery

Jiayue Yuan, Fangting Xie, Guangwen Ouyang, Changhai Ma, Ziyu Wu, Heyu Ding, Quan Wan, Yi Ke, Yuchen Wu, Xiaohui Cai

Comments Accepted by AAAI-2026

Boosting Adversarial Transferability via Ensemble Non-Attention

Yipeng Zou, Qin Liu, Jie Wu, Yu Peng, Guo Chen, Hui Zhou, Guanghui Ye

Comments 16 pages, 11 figures, accepted by AAAI 2026

HD$^2$-SSC: High-Dimension High-Density Semantic Scene Completion for Autonomous Driving

Zhiwen Yang, Yuxin Peng

Comments 10 pages, 6 figures, accepted by AAAI 2026

On Stealing Graph Neural Network Models

Marcin Podhajski, Jan Dubiński, Franziska Boenisch, Adam Dziedzic, Agnieszka Pręgowska, Tomasz P. Michalak

机构 * Ideas-NCBR 纠错

Comments Accepted at AAAI 2026

Say More with Less: Variable-Frame-Rate Speech Tokenization via Adaptive Clustering and Implicit Duration Coding

Rui-Chen Zheng, Wenrui Liu, Hui-Peng Du, Qinglin Zhang, Chong Deng, Qian Chen, Wen Wang, Yang Ai, Zhen-Hua Ling

Comments Accepted to AAAI 2026. Project page: https://zhengrachel.github.io/VARSTok

VasoMIM: Vascular Anatomy-Aware Masked Image Modeling for Vessel Segmentation

De-Xing Huang, Xiao-Hu Zhou, Mei-Jiang Gui, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang, Tian-Yu Xiang, Rui-Ze Ma, Nu-Fang Xiao, Zeng-Guang Hou

Comments Accepted by the Annual AAAI Conference on Artificial Intelligence (AAAI). Extended version

Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score

Zhanghao Hu, Qinglin Zhu, Siya Qi, Yulan He, Hanqi Yan, Lin Gui

Comments Accepted by AAAI 2026 Oral. Project link: https://zhanghao-aaai2026-sps.github.io/AAAI2026-SPS/

Guess or Recall? Training CNNs to Classify and Localize Memorization in LLMs

Jérémie Dentan, Davide Buscaldi, Sonia Vanier

Comments This paper has been accepted for publication at AAAI-26

Machine Learning for Sustainable Rice Production: Region-Scale Monitoring of Water-Saving Practices in Punjab, India

Ando Shah, Rajveer Singh, Akram Zaytar, Girmaw Abebe Tadesse, Caleb Robinson, Negar Tafti, Stephen A. Wood, Rahul Dodhia, Juan M. Lavista Ferres

机构 * Microsoft AI for Good Lab（微软AI for Good实验室） 纠错

Comments Accepted to AAAI 2026, AI for Social Impact Track

Generating Attribute-Aware Human Motions from Textual Prompt

Xinghan Wang, Kun Xu, Fei Li, Cao Sheng, Jiazhong Yu, Yadong Mu

Comments Accepted by AAAI 2026

Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study

Yuqi Zhu, Yi Zhong, Jintian Zhang, Ziheng Zhang, Shuofei Qiao, Yujie Luo, Lun Du, Da Zheng, Ningyu Zhang, Huajun Chen

Comments AAAI 2026 (oral)

SphereDiff: Tuning-free 360° Static and Dynamic Panorama Generation via Spherical Latent Representation

Minho Park, Taewoong Kang, Jooyeol Yun, Sungwon Hwang, Jaegul Choo

Comments Accepted to AAAI 2026 (Oral)

Unlocking Efficient Vehicle Dynamics Modeling via Analytic World Models

Asen Nachkov, Danda Pani Paudel, Jan-Nico Zaech, Davide Scaramuzza, Luc Van Gool

Comments Accepted at AAAI 2026

DarkFarseer: Robust Spatio-temporal Kriging under Graph Sparsity and Noise

Zhuoxuan Liang, Wei Li, Dalin Zhang, Ziyu Jia, Yidan Chen, Zhihong Wang, Xiangping Zheng, Moustafa Youssef

Comments Accepted by AAAI'26

Redundant Queries in DETR-Based 3D Detection Methods: Unnecessary and Prunable

Lizhen Xu, Zehao Wu, Wenzhao Qiu, Shanmin Pang, Xiuxiu Bai, Kuizhi Mei, Jianru Xue

机构 * Xi’an Jiaotong University（西安交通大学） 纠错

Comments AAAI 2026

Reducing the Scope of Language Models

David Yunis, Siyu Huo, Chulaka Gunasekara, Danish Contractor

机构 * Toyota Technological Institute at Chicago（丰田技术研究所（芝加哥）） ； IBM（IBM公司） 纠错

Comments Appears in AAAI 2026 in the Main Technical Track

Spikingformer: A Key Foundation Model for Spiking Neural Networks

Chenlin Zhou, Liutao Yu, Zhaokun Zhou, Han Zhang, Jiaqi Wang, Huihui Zhou, Zhengyu Ma, Yonghong Tian

Comments Accepted by AAAI 2026 (Oral), Code: https://github.com/TheBrainLab/Spikingformer

DP-GENG : Differentially Private Dataset Distillation Guided by DP-Generated Data

Shuo Shi, Jinghuai Zhang, Shijie Jiang, Chunyi Zhou, Yuyuan Li, Mengying Zhu, Yangyang Wu, Tianyu Du

Comments 14 pages, 9 figures, published in AAAI 2026

Expandable and Differentiable Dual Memories with Orthogonal Regularization for Exemplar-free Continual Learning

Hyung-Jun Moon, Sung-Bae Cho

Comments To appear in AAAI 2026 (The 40th AAAI Conference on Artificial Intelligence)

SAM-DAQ: Segment Anything Model with Depth-guided Adaptive Queries for RGB-D Video Salient Object Detection

Jia Lin, Xiaofei Zhou, Jiyuan Liu, Runmin Cong, Guodao Zhang, Zhi Liu, Jiyong Zhang

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

Remember Me: Bridging the Long-Range Gap in LVLMs with Three-Step Inference-Only Decay Resilience Strategies

Peng Gao, Yujian Lee, Xiaofeng Zhang, Zailong Chen, Hui Zhang

Comments Accepted in AAAI 2026

In-Token Rationality Optimization: Towards Accurate and Concise LLM Reasoning via Self-Feedback

Mingye Zhu, Yi Liu, Zheren Fu, Quan Wang, Yongdong Zhang

Comments AAAI 2026 Oral

Steering Pretrained Drafters during Speculative Decoding

Frédéric Berdoz, Peer Rheinboldt, Roger Wattenhofer

Comments Accepted at AAAI 2026

Robust Watermarking on Gradient Boosting Decision Trees

Jun Woo Chung, Yingjie Lao, Weijie Zhao

Comments Accepted for publication at the Fortieth AAAI Conference on Artificial Intelligence (AAAI-26)

ProbLog4Fairness: A Neurosymbolic Approach to Modeling and Mitigating Bias

Rik Adriaensen, Lucas Van Praet, Jessa Bekker, Robin Manhaeve, Pieter Delobelle, Maarten Buyl

Comments Accepted at AAAI 2026

TawPipe: Topology-Aware Weight Pipeline Parallelism for Accelerating Long-Context Large Models Training

Houming Wu, Ling Chen

Comments Accepted by AAAI 2026, 9 pages, and 6 figures

Out-of-Distribution Generalization with a SPARC: Racing 100 Unseen Vehicles with a Single Policy

Bram Grooten, Patrick MacAlpine, Kaushik Subramanian, Peter Stone, Peter R. Wurman

Comments Accepted as an oral at AAAI 2026. For code and videos, please see https://github.com/bramgrooten/sparc

DynamicRTL: RTL Representation Learning for Dynamic Circuit Behavior

Ruiyang Ma, Yunhao Zhou, Yipeng Wang, Yi Liu, Zhengyuan Shi, Ziyang Zheng, Kexin Chen, Zhiqiang He, Lingwei Yan, Gang Chen, Qiang Xu, Guojie Luo

Comments Accepted by AAAI'2026

WaterMod: Modular Token-Rank Partitioning for Probability-Balanced LLM Watermarking

Shinwoo Park, Hyejin Park, Hyeseon Ahn, Yo-Sub Han

Comments AAAI 2026 (Oral). This is the extended preprint of the copyrighted version at AAAI

GHOST: Solving the Traveling Salesman Problem on Graphs of Convex Sets

Jingtao Tang, Hang Ma

机构 * Jingtao Tang, Hang Ma 纠错

Comments Accepted to AAAI-2026