AAAI

Federated Foundation Models on Heterogeneous Time Series

Shengchao Chen, Guodong Long, Jing Jiang, Chengqi Zhang

Comments Accepted by Main Track in AAAI'25

Complex-Cycle-Consistent Diffusion Model for Monaural Speech Enhancement

Yi Li, Yang Sun, Plamen Angelov

Comments AAAI 2025

Pragmatist: Multiview Conditional Diffusion Models for High-Fidelity 3D Reconstruction from Unposed Sparse Views

Songchun Zhang, Chunhui Zhao

Comments Accepted by AAAI 2025. 13 pages, 8 figures

ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization

Weibo Zhao, Yubin Shi, Xinyu Lyu, Wanchen Sui, Shen Li, Yong Li

Comments Accepted at AAAI 2025

Self-Explainable Graph Transformer for Link Sign Prediction

Lu Li, Jiale Liu, Xingyu Ji, Maojun Wang, Zeyu Zhang

Comments Accepted as a conference paper at AAAI 2025

FastLGS: Speeding up Language Embedded Gaussians with Feature Grid Mapping

Yuzhou Ji, He Zhu, Junshu Tang, Wuyi Liu, Zhizhong Zhang, Xin Tan, Yuan Xie

Comments This paper is accepted to AAAI 2025

Accurate Link Prediction for Edge-Incomplete Graphs via PU Learning

Junghun Kim, Ka Hyun Park, Hoyoung Yoon, U Kang

Comments AAAI'25

SegFace: Face Segmentation of Long-Tail Classes

Kartik Narayan, Vibashan VS, Vishal M. Patel

Comments Accepted to AAAI 2025. Project Page: https://kartik-3004.github.io/SegFace/

An Enhanced Levenberg--Marquardt Method via Gram Reduction

Chengchang Liu, Luo Luo, John C. S. Lui

Comments Accepted in AAAI 2025

REPEAT: Improving Uncertainty Estimation in Representation Learning Explainability

Kristoffer K. Wickstrøm, Thea Brüsch, Michael C. Kampffmeyer, Robert Jenssen

Comments Accepted at AAAI 2025. Code available at: https://github.com/Wickstrom/REPEAT

Orchestrating the Symphony of Prompt Distribution Learning for Human-Object Interaction Detection

Mingda Jia, Liming Zhao, Ge Li, Yun Zheng

Comments in Proceedings of the 39th AAAI Conference on Artificial Intelligence (AAAI-25)

PointTalk: Audio-Driven Dynamic Lip Point Cloud for 3D Gaussian-based Talking Head Synthesis

Yifan Xie, Tao Feng, Xin Zhang, Xiangyang Luo, Zixuan Guo, Weijiang Yu, Heng Chang, Fei Ma, Fei Richard Yu

Comments 9 pages, accepted by AAAI 2025

ConDSeg: A General Medical Image Segmentation Framework via Contrast-Driven Feature Enhancement

Mengqi Lei, Haochen Wu, Xinhua Lv, Xin Wang

Comments This paper has been accepted by AAAI-2025

SAFIRE: Segment Any Forged Image Region

Myung-Joon Kwon, Wonjun Lee, Seung-Hun Nam, Minji Son, Changick Kim

Comments Accepted at AAAI 2025. Code is available at: https://github.com/mjkwon2021/SAFIRE

Journal ref Proceedings of the AAAI Conference on Artificial Intelligence, 2025

Textured Mesh Saliency: Bridging Geometry and Texture for Human Perception in 3D Graphics

Kaiwei Zhang, Dandan Zhu, Xiongkuo Min, Guangtao Zhai

Comments to be published in AAAI 2025

AsyncDSB: Schedule-Asynchronous Diffusion Schrödinger Bridge for Image Inpainting

Zihao Han, Baoquan Zhang, Lisai Zhang, Shanshan Feng, Kenghong Lin, Guotao Liang, Yunming Ye, Xiaochen Qi, Guangming Ye

Comments Accepted by AAAI 2025

AGMixup: Adaptive Graph Mixup for Semi-supervised Node Classification

Weigang Lu, Ziyu Guan, Wei Zhao, Yaming Yang, Yibing Zhan, Yiheng Lu, Dapeng Tao

Comments Accepted by AAAI 2025

Journal ref AAAI 2025

Predicting Chaotic Systems with Quantum Echo-state Networks

Erik Connerty, Ethan Evans, Gerasimos Angelatos, Vignesh Narayanan

Comments 5 Pages, 4 figures, submitted to AAAI QC+AI workshop

Fine-grained graph representation learning for heterogeneous mobile networks with attentive fusion and contrastive learning

Shengheng Liu, Tianqi Zhang, Ningning Fu, Yongming Huang

Comments To appear in AAAI 2025 (Main Technical Track)

Motion Artifact Removal in Pixel-Frequency Domain via Alternate Masks and Diffusion Model

Jiahua Xu, Dawei Zhou, Lei Hu, Jianfeng Guo, Feng Yang, Zaiyi Liu, Nannan Wang, Xinbo Gao

Comments 12 pages, 8 figures, AAAI 2025

ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC)

Kartik Singhal, Gautam Shroff

Comments Pre-print of paper accepted at AAAI 2025

Enhancing Relation Extraction via Supervised Rationale Verification and Feedback

Yongqi Li, Xin Miao, Shen Zhou, Mayi Xu, Yuyang Ren, Tieyun Qian

Comments Accepted to AAAI 2025, camera ready version

TAMER: Tree-Aware Transformer for Handwritten Mathematical Expression Recognition

Jianhua Zhu, Wenqi Zhao, Yu Li, Xingjian Hu, Liangcai Gao

Journal ref AAAI 2025

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models

Yutao Zhu, Zhaoheng Huang, Zhicheng Dou, Ji-Rong Wen

Comments Accepted by AAAI 2025, repo: https://github.com/DaoD/SPRING/

Diffusion Model Patching via Mixture-of-Prompts

Seokil Ham, Sangmin Woo, Jin-Young Kim, Hyojun Go, Byeongjun Park, Changick Kim

Comments AAAI 2025; Project: https://sangminwoo.github.io/DMP/

Language Ranker: A Metric for Quantifying LLM Performance Across High and Low-Resource Languages

Zihao Li, Yucheng Shi, Zirui Liu, Fan Yang, Ali Payani, Ninghao Liu, Mengnan Du

Comments Accepted by AAAI 2025 (Social Impact Track)

MonoBox: Tightness-free Box-supervised Polyp Segmentation using Monotonicity Constraint

Qiang Hu, Zhenyu Yi, Ying Zhou, Fan Huang, Mei Liu, Qiang Li, Zhiwei Wang

Comments Accepted to AAAI 2025. Code and models: https://github.com/Huster-Hq/MonoBox

Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification

Filippos Gouidis, Katerina Papantoniou, Konstantinos Papoutsakis, Theodore Patkos, Antonis Argyros, Dimitris Plexousakis

Comments Accepted at the AAAI-MAKE 2024

Journal ref Proceedings of the AAAI Spring Symposium, 2024, pages 115-124

Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks

Yun-Wei Chu, Dong-Jun Han, Seyyedali Hosseinalipour, Christopher G. Brinton

Comments AAAI 2025

A New Federated Learning Framework Against Gradient Inversion Attacks

Pengxin Guo, Shuang Zeng, Wenhao Chen, Xiaodan Zhang, Weihong Ren, Yuyin Zhou, Liangqiong Qu

Comments Accepted at AAAI 2025