AAAI

HealSplit: Towards Self-Healing through Adversarial Distillation in Split Federated Learning

Yuhan Xie, Chen Lyu

Comments Accepted by AAAI 2026

Positional Bias in Multimodal Embedding Models: Do They Favor the Beginning, the Middle, or the End?

Kebin Wu, Fatima Albreiki

Comments accepted to AAAI 2026 main track

Multi-agent Undercover Gaming: Hallucination Removal via Counterfactual Test for Multimodal Reasoning

Dayong Liang, Xiao-Yong Wei, Changmeng Zheng

Comments Accepted by AAAI 2026

Dynamic Gaussian Scene Reconstruction from Unsynchronized Videos

Zhixin Xu, Hengyu Zhou, Yuan Liu, Wenhan Xue, Hao Pan, Wenping Wang, Bin Wang

Comments AAAI 2026

Refine and Align: Confidence Calibration through Multi-Agent Interaction in VQA

Ayush Pandey, Jai Bardhan, Ishita Jain, Ramya S Hebbalaguppe, Rohan Raju Dhanakshirur, Lovekesh Vig

机构 * TCS Research（塔塔咨询研究） 纠错

Comments 17 pages, 6 figures, 5 tables. Accepted to Special Track on AI Alignment, AAAI 2026. Project Page- https://refine-align.github.io/

SMART: A Surrogate Model for Predicting Application Runtime in Dragonfly Systems

Xin Wang, Pietro Lodi Rizzini, Sourav Medya, Zhiling Lan

Comments Accepted at AAAI 2026

Satisficing and Optimal Generalised Planning via Goal Regression (Extended Version)

Dillon Z. Chen, Till Hofmann, Toryn Q. Klassen, Sheila A. McIlraith

Comments Extended version of AAAI 2026 paper

Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning

Jun Hu, Shangheng Chen, Yufei He, Yuan Li, Bryan Hooi, Bingsheng He

Comments Accepted by AAAI 2026

Phys-Liquid: A Physics-Informed Dataset for Estimating 3D Geometry and Volume of Transparent Deformable Liquids

Ke Ma, Yizhou Fang, Jean-Baptiste Weibel, Shuai Tan, Xinggang Wang, Yang Xiao, Yi Fang, Tian Xia

Comments 14 pages, 19 figures. Accepted as an oral paper at AAAI-26 (Main Technical Track). Code and dataset: https://github.com/dualtransparency/Phys-Liquid-AAAI Project page: https://dualtransparency.github.io/Phys-Liquid/

Hyperbolic Hierarchical Alignment Reasoning Network for Text-3D Retrieval

Wenrui Li, Yidan Lu, Yeyu Chai, Rui Zhao, Hengyu Man, Xiaopeng Fan

Comments Accepted by AAAI-2026

SafeMIL: Learning Offline Safe Imitation Policy from Non-Preferred Trajectories

Returaj Burnwal, Nirav Pravinbhai Bhatt, Balaraman Ravindran

Comments 18 pages, Accepted at AAAI 2026

A Closer Look at Knowledge Distillation in Spiking Neural Network Training

Xu Liu, Na Xia, Jinxing Zhou, Jingyuan Xu, Dan Guo

Comments Accepted by AAAI 2026

ICL-Router: In-Context Learned Model Representations for LLM Routing

Chenxu Wang, Hao Li, Yiqun Zhang, Linyao Chen, Jianhao Chen, Ping Jian, Peng Ye, Qiaosheng Zhang, Shuyue Hu

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

Comments Accepted by AAAI 2026

Active Learning and Explainable AI for Multi-Objective Optimization of Spin Coated Polymers

Brendan Young, Brendan Alvey, Andreas Werbrouck, Will Murphy, James Keller, Matthias J. Young, Matthew Maschmann

Comments 8 pages, 7 figures, Presented at 2025 AAAI Spring Symposium Series

TTF-VLA: Temporal Token Fusion via Pixel-Attention Integration for Vision-Language-Action Models

Chenghao Liu, Jiachen Zhang, Chengxuan Li, Zhimu Zhou, Shixin Wu, Songfang Huang, Huiling Duan

Comments Accepted to AAAI 2026. Camera-ready version

Navigating Through Paper Flood: Advancing LLM-based Paper Evaluation through Domain-Aware Retrieval and Latent Reasoning

Wuqiang Zheng, Yiyan Xu, Xinyu Lin, Chongming Gao, Wenjie Wang, Fuli Feng

Comments Accepted for publication in AAAI'26

Adaptive LiDAR Scanning: Harnessing Temporal Cues for Efficient 3D Object Detection via Multi-Modal Fusion

Sara Shoouri, Morteza Tavakoli Taba, Hun-Seok Kim

Comments Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2026

FastDriveVLA: Efficient End-to-End Driving via Plug-and-Play Reconstruction-based Token Pruning

Jiajun Cao, Qizhe Zhang, Peidong Jia, Xuhui Zhao, Bo Lan, Xiaoan Zhang, Zhuo Li, Xiaobao Wei, Sixiang Chen, Liyun Li, Xianming Liu, Ming Lu, Yang Wang, Shanghang Zhang

Comments Accepted by AAAI 2026

Axis-Aligned Document Dewarping

Chaoyun Wang, I-Chao Shen, Takeo Igarashi, Caigui Jiang

Comments Accepted at AAAI 2026

First-Order Error Matters: Accurate Compensation for Quantized Large Language Models

Xingyu Zheng, Haotong Qin, Yuye Li, Haoran Chu, Jiakai Wang, Jinyang Guo, Michele Magno, Xianglong Liu

Comments Accepted by AAAI 2026. The code is available at https://github.com/Xingyu-Zheng/FOEM

NTSFormer: A Self-Teaching Graph Transformer for Multimodal Isolated Cold-Start Node Classification

Jun Hu, Yufei He, Yuan Li, Bryan Hooi, Bingsheng He

Comments Accepted by AAAI 2026

RetrySQL: text-to-SQL training with retry data for self-correcting query generation

Alicja Rączkowska, Riccardo Belluzzo, Piotr Zieliński, Joanna Baran, Paweł Olszewski

Comments AAAI 2026 Camera-ready version

FedALT: Federated Fine-Tuning through Adaptive Local Training with Rest-of-World LoRA

Jieming Bian, Lei Wang, Letian Zhang, Jie Xu

Comments Accepted by AAAI 2026

Unleashing the Potential of Large Language Models for Text-to-Image Generation through Autoregressive Representation Alignment

Xing Xie, Jiawei Liu, Ziyue Lin, Huijie Fan, Zhi Han, Yandong Tang, Liangqiong Qu

Comments Accepted by AAAI 2026 Oral

CoEvo: Continual Evolution of Symbolic Solutions Using Large Language Models

Ping Guo, Qingfu Zhang, Xi Lin

Comments Camera ready version for AAAI 2026

Identifying and Analyzing Performance-Critical Tokens in Large Language Models

Yu Bai, Heyan Huang, Cesare Spinoso-Di Piano, Marc-Antoine Rondeau, Sanxing Chen, Yang Gao, Jackie Chi Kit Cheung

机构 * Mila 纠错

Comments AAAI 2026

EmoVid: A Multimodal Emotion Video Dataset for Emotion-Centric Video Understanding and Generation

Zongyang Qiu, Bingyuan Wang, Xingbei Chen, Yingqing He, Zeyu Wang

Comments 15 pages, 12 figures. Accepted as an Oral presentation at AAAI 2026. For code and dataset, see https://zane-zyqiu.github.io/EmoVid

PROMISE: Prompt-Attentive Hierarchical Contrastive Learning for Robust Cross-Modal Representation with Missing Modalities

Jiajun Chen, Sai Cheng, Yutao Yuan, Yirui Zhang, Haitao Yuan, Peng Peng, Yi Zhong

Comments Accepted by AAAI'2026 Main Conference

Dexterous Manipulation Transfer via Progressive Kinematic-Dynamic Alignment

Wenbin Bai, Qiyu Chen, Xiangbo Lin, Jianwen Li, Quancheng Li, Hejiang Pan, Yi Sun

Comments 13 pages, 15 figures. Accepted by AAAI 2026

From Parameter to Representation: A Closed-Form Approach for Controllable Model Merging

Jialin Wu, Jian Yang, Handing Wang, Jiajun Wen, Zhiyong Yu

Comments Accepted by AAAI 2026, Extended Version