AAAI

Can Generative Models Improve Self-Supervised Representation Learning?

Sana Ayromlou, Vahid Reza Khazaie, Fereshteh Forghani, Arash Afkanpour

Comments To be published in AAAI 2025

Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment

Congzhi Zhang, Linhai Zhang, Jialong Wu, Yulan He, Deyu Zhou

Comments Accepted by AAAI 2025

CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting

Haoxin Wang, Yipeng Mo, Kunlan Xiang, Nan Yin, Honghe Dai, Bixiong Li, Songhai Fan, Site Mo

Comments Accepted by AAAI 2025

JEN-1 Composer: A Unified Framework for High-Fidelity Multi-Track Music Generation

Yao Yao, Peike Li, Boyu Chen, Alex Wang

Comments 9 pages, 3 figures, 3 tables, accepted by AAAI 2025

No More Tuning: Prioritized Multi-Task Learning with Lagrangian Differential Multiplier Methods

Zhengxing Cheng, Yuheng Huang, Zhixuan Zhang, Dan Ou, Qingwen Liu

Comments Accepted by AAAI 2025

Revelations: A Decidable Class of POMDPs with Omega-Regular Objectives

Marius Belly, Nathanaël Fijalkow, Hugo Gimbert, Florian Horn, Guillermo A. Pérez, Pierre Vandenhove

Comments Extended version of paper accepted to AAAI 2025. 26 pages, 10 figures

Exploring Semantic Consistency and Style Diversity for Domain Generalized Semantic Segmentation

Hongwei Niu, Linhuang Xie, Jianghang Lin, Shengchuan Zhang

Comments Accepted by AAAI 2025

Memory-Reduced Meta-Learning with Guaranteed Convergence

Honglin Yang, Ji Ma, Xiao Yu

Comments 18 pages, 2 figures; Accepted by the 39th Annual AAAI Conference on Artificial Intelligence (AAAI)

Fairness Shields: Safeguarding against Biased Decision Makers

Filip Cano, Thomas A. Henzinger, Bettina Könighofer, Konstantin Kueffner, Kaushik Mallik

Comments To appear in AAAI 2025

Weak Strategyproofness in Randomized Social Choice

Felix Brandt, Patrick Lederer

Comments Accepted at AAAI 2025

Advancing Comprehensive Aesthetic Insight with Multi-Scale Text-Guided Self-Supervised Learning

Yuti Liu, Shice Liu, Junyuan Gao, Pengtao Jiang, Hao Zhang, Jinwei Chen, Bo Li

Comments Accepted by AAAI 2025

CharacterBench: Benchmarking Character Customization of Large Language Models

Jinfeng Zhou, Yongkang Huang, Bosi Wen, Guanqun Bi, Yuxuan Chen, Pei Ke, Zhuang Chen, Xiyao Xiao, Libiao Peng, Kuntian Tang, Rongsheng Zhang, Le Zhang, Tangjie Lv, Zhipeng Hu, Hongning Wang, Minlie Huang

Comments AAAI 2025

EOV-Seg: Efficient Open-Vocabulary Panoptic Segmentation

Hongwei Niu, Jie Hu, Jianghang Lin, Guannan Jiang, Shengchuan Zhang

Comments Accepted by AAAI 2025

Uncovering LLM-Generated Code: A Zero-Shot Synthetic Code Detector via Code Rewriting

Tong Ye, Yangkai Du, Tengfei Ma, Lingfei Wu, Xuhong Zhang, Shouling Ji, Wenhai Wang

Comments Accepted by AAAI 2025; previously submitted to EMNLP 2023

Leveraging RGB-D Data with Cross-Modal Context Mining for Glass Surface Detection

Jiaying Lin, Yuen-Hei Yeung, Shuquan Ye, Rynson W. H. Lau

Comments Accepted to AAAI 2025. Project Page: https://jiaying.link/AAAI25-RGBDGlass/

Hyperparametric Robust and Dynamic Influence Maximization

Arkaprava Saha, Bogdan Cautis, Xiaokui Xiao, Laks V. S. Lakshmanan

Comments AAAI Conference on Artificial Intelligence 2025 (Main Technical Track)

Neural Collapse Inspired Knowledge Distillation

Shuoxi Zhang, Zijian Song, Kun He

Comments 13 pages, 7 figures. Accepted by AAAI 2025

Fast and Slow Gradient Approximation for Binary Neural Network Optimization

Xinquan Chen, Junqi Gao, Biqing Qi, Dong Li, Yiang Luo, Fangyuan Li, Pengfei Li

Comments Accepted to AAAI 2025

Formal Quality Measures for Predictors in Markov Decision Processes

Christel Baier, Sascha Klüppelholz, Jakob Piribauer, Robin Ziemek

Comments Extended version of the conference paper accepted at AAAI 2025

DriveGazen: Event-Based Driving Status Recognition using Conventional Camera

Xiaoyin Yang

Comments 9 pages, 4 figures, (AAAI25)The 39th Annual AAAI Conference on Artificial Intelligence

Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs

Junjie Huang, Jiarui Qin, Yong Yu, Weinan Zhang

Comments AAAI 2025. 11 pages, 9 figures

STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation

Cong Xu, Yunhang He, Jun Wang, Wei Zhang

Comments Accepted at AAAI 2025

Re-Attentional Controllable Video Diffusion Editing

Yuanzhi Wang, Yong Li, Mengyi Liu, Xiaoya Zhang, Xin Liu, Zhen Cui, Antoni B. Chan

Comments Accepted by AAAI 2025. Codes are released at: https://github.com/mdswyz/ReAtCo

NEST: A Neuromodulated Small-world Hypergraph Trajectory Prediction Model for Autonomous Driving

Chengyue Wang, Haicheng Liao, Bonan Wang, Yanchen Guan, Bin Rao, Ziyuan Pu, Zhiyong Cui, Chengzhong Xu, Zhenning Li

Comments Accepted by AAAI-25

C3oT: Generating Shorter Chain-of-Thought without Compromising Effectiveness

Yu Kang, Xianghui Sun, Liangyu Chen, Wei Zou

Comments Accepted by AAAI 2025

Non-Convex Optimization in Federated Learning via Variance Reduction and Adaptive Learning

Dipanwita Thakur, Antonella Guzzo, Giancarlo Fortino, Sajal K. Das

Comments FLUID Workshop@AAAI 2025

Predicting the Original Appearance of Damaged Historical Documents

Zhenhua Yang, Dezhi Peng, Yongxin Shi, Yuyi Zhang, Chongyu Liu, Lianwen Jin

Comments Accepted to AAAI 2025; Github Page: https://github.com/yeungchenwa/HDR

Journal ref 39th AAAI Conference on Artificial Intelligence (AAAI-25), Philadelphia, Pennsylvania, USA, 2025

VG-TVP: Multimodal Procedural Planning via Visually Grounded Text-Video Prompting

Muhammet Furkan Ilaslan, Ali Koksal, Kevin Qinhong Lin, Burak Satar, Mike Zheng Shou, Qianli Xu

Comments Accepted for The 39th Annual AAAI Conference on Artificial Intelligence 2025 in Main Track, 19 pages, 24 figures

Dung's Argumentation Framework: Unveiling the Expressive Power with Inconsistent Databases

Yasir Mahmood, Markus Hecher, Axel-Cyrille Ngonga Ngomo

Comments Accepted at AAAI 2025, the current version contains full proof details

3D$^2$-Actor: Learning Pose-Conditioned 3D-Aware Denoiser for Realistic Gaussian Avatar Modeling

Zichen Tang, Hongyu Yang, Hanchen Zhang, Jiaxin Chen, Di Huang

Comments Accepted by AAAI 2025