IEEE TPAMI

The Conditional Cauchy-Schwarz Divergence with Applications to Time-Series Data and Sequential Decision Making

Shujian Yu, Hongming Li, Sigurd Løkse, Robert Jenssen, José C. Príncipe

Comments manuscript is accepted for publication in IEEE Transactions on Pattern Analysis and Machine Intelligence. The code is available at \url{https://github.com/SJYuCNEL/conditional_CS_divergence}

Robust Asymmetric Heterogeneous Federated Learning with Corrupted Clients

Xiuwen Fang, Mang Ye, Bo Du

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 47, issue. 4, pp. 2693-2705, April 2025

Safe RuleFit: Learning Optimal Sparse Rule Model by Meta Safe Screening

Hiroki Kato, Hiroyuki Hanada, Ichiro Takeuchi

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, 45, 2 (2023), pp. 2330-2343

Diffusion Model-Based Image Editing: A Survey

Yi Huang, Jiancheng Huang, Yifan Liu, Mingfu Yan, Jiaxi Lv, Jianzhuang Liu, Wei Xiong, He Zhang, Liangliang Cao, Shifeng Chen

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2025)

Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation

Rui Zhang, Qi Meng, Rongchan Zhu, Yue Wang, Wenlei Shi, Shihua Zhang, Zhi-Ming Ma, Tie-Yan Liu

Comments IEEE TPAMI 2025

Graph Foundation Models: Concepts, Opportunities and Challenges

Jiawei Liu, Cheng Yang, Zhiyuan Lu, Junze Chen, Yibo Li, Mengmei Zhang, Ting Bai, Yuan Fang, Lichao Sun, Philip S. Yu, Chuan Shi

Comments This is the author's version of the accepted paper (not the IEEE-published version). Citation information: DOI 10.1109/TPAMI.2025.3548729. For access to the final edited and published article, please follow the link provided: https://ieeexplore.ieee.org/document/10915556

MAIR++: Improving Multi-view Attention Inverse Rendering with Implicit Lighting Representation

JunYong Choi, SeokYeong Lee, Haesol Park, Seung-Won Jung, Ig-Jae Kim, Junghyun Cho

Comments Published in TPAMI. project page : https://bring728.github.io/mairplusplus.project/. arXiv admin note: text overlap with arXiv:2303.12368

MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via Mixing Recurrent Soft Decision Trees

Zichuan Liu, Yuanyang Zhu, Zhi Wang, Yang Gao, Chunlin Chen

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence

Measuring the Validity of Clustering Validation Datasets

Hyeon Jeon, Michaël Aupetit, DongHwa Shin, Aeri Cho, Seokhyeon Park, Jinwook Seo

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

S-NeRF++: Autonomous Driving Simulation via Neural Reconstruction and Generation

Yurui Chen, Junge Zhang, Ziyang Xie, Wenye Li, Feihu Zhang, Jiachen Lu, Li Zhang

Comments IEEE TPAMI 2025

MOVE: Effective and Harmless Ownership Verification via Embedded External Features

Yiming Li, Linghui Zhu, Xiaojun Jia, Yang Bai, Yong Jiang, Shu-Tao Xia, Xiaochun Cao, Kui Ren

Comments This paper has been accepted by IEEE TPAMI 2025. It is the journal extension of our conference paper in AAAI 2022 (https://ojs.aaai.org/index.php/AAAI/article/view/20036). 18 pages

A Generalized Tensor Formulation for Hyperspectral Image Super-Resolution Under General Spatial Blurring

Yinjian Wang, Wei Li, Yuanyuan Gui, Qian Du, James E. Fowler

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence(2025)

The NeRF Signature: Codebook-Aided Watermarking for Neural Radiance Fields

Ziyuan Luo, Anderson Rocha, Boxin Shi, Qing Guo, Haoliang Li, Renjie Wan

Comments 16 pages, accepted by TPAMI

Diffusion Models in Low-Level Vision: A Survey

Chunming He, Yuqi Shen, Chengyu Fang, Fengyang Xiao, Longxiang Tang, Yulun Zhang, Wangmeng Zuo, Zhenhua Guo, Xiu Li

Comments Accepted at IEEE TPAMI

A Causality-aware Paradigm for Evaluating Creativity of Multimodal Large Language Models

Zhongzhan Huang, Shanshan Zhong, Pan Zhou, Shanghua Gao, Marinka Zitnik, Liang Lin

Comments Accepted by TPAMI. arXiv admin note: text overlap with arXiv:2312.02439

Towards Expressive Spectral-Temporal Graph Neural Networks for Time Series Forecasting

Ming Jin, Guangsi Shi, Yuan-Fang Li, Bo Xiong, Tian Zhou, Flora D. Salim, Liang Zhao, Lingfei Wu, Qingsong Wen, Shirui Pan

Comments 16 pages, 14 figures, 11 tables

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025

Towards Robust Probabilistic Modeling on SO(3) via Rotation Laplace Distribution

Yingda Yin, Jiangran Lyu, Yang Wang, Haoran Liu, He Wang, Baoquan Chen

Comments TPAMI 2025. ICLR 2023 spotlight. arXiv admin note: substantial text overlap with arXiv:2303.01743

YOLO-MS: Rethinking Multi-Scale Representation Learning for Real-time Object Detection

Yuming Chen, Xinbin Yuan, Jiabao Wang, Ruiqi Wu, Xiang Li, Qibin Hou, Ming-Ming Cheng

Comments 13 pages, 8 figures

Journal ref IEEE TPAMI 2025

Generalized Robot 3D Vision-Language Model with Fast Rendering and Pre-Training Vision-Language Alignment

Kangcheng Liu, Yong-Jin Liu, Baoquan Chen

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence, Manuscript Info: 17 Pages, 13 Figures, and 6 Tables

Gaseous Object Detection

Kailai Zhou, Yibo Wang, Tao Lv, Qiu Shen, Xun Cao

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence (2024)

AnyRefill: A Unified, Data-Efficient Framework for Left-Prompt-Guided Vision Tasks

Ming Xie, Chenjie Cao, Yunuo Cai, Xiangyang Xue, Yu-Gang Jiang, Yanwei Fu

Comments 19 pages, submitted to TPAMI

Wholly-WOOD: Wholly Leveraging Diversified-quality Labels for Weakly-supervised Oriented Object Detection

Yi Yu, Xue Yang, Yansheng Li, Zhenjun Han, Feipeng Da, Junchi Yan

Comments 18 pages, 9 figures, 9 tables, accepted by TPAMI

Learning without Forgetting for Vision-Language Models

Da-Wei Zhou, Yuanhan Zhang, Yan Wang, Jingyi Ning, Han-Jia Ye, De-Chuan Zhan, Ziwei Liu

Comments Accepted to TPAMI. Code is available at https://github.com/zhoudw-zdw/PROOF

Implicit Shape and Appearance Priors for Few-Shot Full Head Reconstruction

Pol Caselles, Eduard Ramon, Jaime Garcia, Gil Triginer, Francesc Moreno-Noguer

Comments Accepted at IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) 2025

Beyond Batch Learning: Global Awareness Enhanced Domain Adaptation

Lingkun Luo, Shiqiang Hu, Liming Chen

Journal ref IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2025

Revisiting Gradient-based Uncertainty for Monocular Depth Estimation

Julia Hornauer, Amir El-Ghoussani, Vasileios Belagiannis

Comments Accepted to TPAMI

Fast and Functional Structured Data Generators Rooted in Out-of-Equilibrium Physics

Alessandra Carbone, Aurélien Decelle, Lorenzo Rosset, Beatriz Seoane

Comments 15 pages

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, Volume 47, Issue 2 Pages 1309 - 13 (2024)

Rotation-Adaptive Point Cloud Domain Generalization via Intricate Orientation Learning

Bangzhen Liu, Chenxi Zheng, Xuemiao Xu, Cheng Xu, Huaidong Zhang, Shengfeng He

Comments 13pages, supplementary included, early accepted by TPAMI

Clarify Confused Nodes via Separated Learning

Jiajun Zhou, Shengbo Gong, Xuanze Chen, Chenxuan Xie, Shanqing Yu, Qi Xuan, Xiaoniu Yang

Comments Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence

Benchmarking and Improving Bird's Eye View Perception Robustness in Autonomous Driving

Shaoyuan Xie, Lingdong Kong, Wenwei Zhang, Jiawei Ren, Liang Pan, Kai Chen, Ziwei Liu

Comments TPAMI 2025; 17 pages, 13 figures, 11 tables; Code at this https URL: https://github.com/Daniel-xsy/RoboBEV