Title
A Large Scale Benchmark for Test Time Adaptation Methods in Medical Image Segmentation Wenjing Yu Shuo Jiang Yifei Chen Shuo Chang Y Samuel Wang ... Mingxuan Liu Shenghao Zhu Feiwei Qin Changmiao Wang Qiyuan Tian OOD VLM 172 0 0 02 Dec 2025
OptPO: Optimal Rollout Allocation for Test-time Policy Optimization Youkang Wang Jian Wang Rubing Chen Tianyi Zeng Xiao-Yong Wei Qing Li 16 0 0 02 Dec 2025
Forget Less, Retain More: A Lightweight Regularizer for Rehearsal-Based Continual Learning Lama Alssum Hasan Hammoud Motasem Alfarra Juan Carlos León Alcázar Bernard Ghanem CLL VLM 114 0 0 01 Dec 2025
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pFedBBN: A Personalized Federated Test-Time Adaptation with Balanced Batch Normalization for Class-Imbalanced Data Md Akil Raihan Iftee Syed Md. Ahnaf Hasan Mir Sazzat Hossain Rakibul Hasan Rajib Amin Ahsan Ali A. Rahman Sajib Mistry Monowar Bhuyan FedML 215 0 0 22 Nov 2025
SNAP: Low-Latency Test-Time Adaptation with Sparse Updates Hyeongheon Cha Dong Min Kim Hye Won Chung Taesik Gong Sung-Ju Lee TTA VLM 237 0 0 19 Nov 2025
Uncover and Unlearn Nuisances: Agnostic Fully Test-Time AdaptationMachine-mediated learning (ML), 2025 Ponhvoan Srey Yaxin Shi Hangwei Qian Jing Li Ivor Tsang TTA 156 0 0 16 Nov 2025
$R$^{2}$Seg: Training-Free OOD Medical Tumor Segmentation via Anatomical Reasoning and Statistical Rejection$ R $^{2}$ Seg: Training-Free OOD Medical Tumor Segmentation via Anatomical Reasoning and Statistical Rejection Shuaike Shen Ke Liu Jiaqing Xie Shangde Gao Chunhua Shen G. Liu Mireia Crispin-Ortuzar Shangqi Gao OOD 101 0 0 16 Nov 2025
CoTBox-TTT: Grounding Medical VQA with Visual Chain-of-Thought Boxes During Test-time Training Jiahe Qian Yuhao Shen Zhangtianyi Chen Juexiao Zhou Peisong Wang 128 0 0 16 Nov 2025
AdaptFly: Prompt-Guided Adaptation of Foundation Models for Low-Altitude UAV Networks Jiao Chen Haoyi Wang Jianhua Tang Junyi Wang 108 0 0 13 Nov 2025
CG-TTRL: Context-Guided Test-Time Reinforcement Learning for On-Device Large Language Models Peyman Hosseini Ondrej Bohdal Taha Ceritli Ignacio Castro Matthew Purver Mete Ozay Umberto Michieli OffRL 112 0 0 09 Nov 2025
Parameter-Efficient Conditioning for Material Generalization in Graph-Based Simulators Naveen Raj Manoharan Hassan Iqbal Krishna Kumar AI4CE 96 0 0 07 Nov 2025
Grounded Test-Time Adaptation for LLM Agents Arthur Chen Zuxin Liu Jianguo Zhang Akshara Prabhakar Zhiwei Liu Shelby Heinecke Silvio Savarese Victor Zhong Caiming Xiong LLMAG TTA 344 1 0 06 Nov 2025
Decoupled Entropy Minimization Jing Ma Hanlin Li Xiang Xiang 100 0 0 05 Nov 2025
Mint: A Simple Test-Time Adaptation of Vision-Language Models against Common Corruptions Wenxuan Bao Ruxi Deng Jingrui He VLM 176 0 0 25 Oct 2025
Buffer layers for Test-Time Adaptation Hyeongyu Kim Geonhui Han D. Hwang 129 0 0 24 Oct 2025
Class-aware Domain Knowledge Fusion and Fission for Continual Test-Time Adaptation Jiahuan Zhou Chao Zhu Zhenyu Cui Zichen Liu Xu Zou Gang Hua CLL TTA 217 0 0 14 Oct 2025
Test-Time Adaptation by Causal Trimming Yingnan Liu Rui Qiao Mong-Li Lee Wynne Hsu CML TTA 166 0 0 13 Oct 2025
Efficient Edge Test-Time Adaptation via Latent Feature Coordinate Correction Xinyu Luo Jie Liu Kecheng Chen Junyi Yang Bo Ding Arindam Basu Haoliang Li 77 0 0 13 Oct 2025
You only need 4 extra tokens: Synergistic Test-time Adaptation for LLMs Yijie Xu Huizai Yao Zhiyu Guo Weiyu Guo Pengteng Li Aiwei Liu Xuming Hu Hui Xiong 140 1 0 11 Oct 2025
LATTA: Langevin-Anchored Test-Time Adaptation for Enhanced Robustness and Stability Harshil Vejendla BDL TTA 151 0 0 07 Oct 2025
Beyond Spectral Peaks: Interpreting the Cues Behind Synthetic Image Detection S. Mandelli Diego Vila-Portela David Vázquez-Padín Paolo Bestagini Fernando Perez-Gonzalez AAML 108 0 0 07 Oct 2025
Efficient Test-Time Scaling for Small Vision-Language Models Mehmet Onurcan Kaya Desmond Elliott Dim P. Papadopoulos VLM 150 2 0 03 Oct 2025
Bayesian Test-time Adaptation for Object Recognition and Detection with Vision-language Models Lihua Zhou Mao Ye Shuaifeng Li Nianxin Li Jinlin Wu X. Zhu Lei Deng Hongbin Liu Jiebo Luo Zhen Lei BDL VLM TTA 277 0 0 03 Oct 2025
Annotation-Efficient Active Test-Time Adaptation with Conformal Prediction Tingyu Shi Fan Lyu Shaoliang Peng TTA 220 0 0 30 Sep 2025
ZeroSiam: An Efficient Siamese for Test-Time Entropy Optimization without Collapse Guohao Chen Shuaicheng Niu Deyu Chen Jiahao Yang Zitian Zhang Zhuliang Yu Pengcheng Wu Zhiqi Shen AAML VLM 97 0 0 27 Sep 2025
POEM: Explore Unexplored Reliable Samples to Enhance Test-Time Adaptation Changán Yi Xiaohui Deng Shuaicheng Niu Yan Zhou 128 0 0 26 Sep 2025
TRUST: Test-Time Refinement using Uncertainty-Guided SSM Traverses Sahar Dastani Ali Bahri G. A. V. Hakim Moslem Yazdanpanah Mehrdad Noori David Osowiechi Samuel Barbeau Ismail Ben Ayed H. Lombaert Christian Desrosiers TTA 183 0 0 26 Sep 2025
"A 6 or a 9?": Ensemble Learning Through the Multiplicity of Performant Models and ExplanationsACM Transactions on Knowledge Discovery from Data (TKDD), 2025 Gianlucca L. Zuin Adriano Veloso 151 0 0 11 Sep 2025
Adapt in the Wild: Test-Time Entropy Minimization with Sharpness and Feature Regularization Shuaicheng Niu Guohao Chen Deyu Chen Yifan Zhang Jiaxiang Wu Z. Wen Yaofo Chen P. Zhao Chunyan Miao Zhuliang Yu AAML 152 1 0 05 Sep 2025
StableSleep: Source-Free Test-Time Adaptation for Sleep Staging with Lightweight Safety Rails Hritik Arasu Faisal R Jahangiri TTA 189 0 0 03 Sep 2025
CausalARC: Abstract Reasoning with Causal World Models Jacqueline Maasch John Kalantari Kia Khezeli LRM 158 0 0 03 Sep 2025
ADVMEM: Adversarial Memory Initialization for Realistic Test-Time Adaptation via Tracklet-Based Benchmarking Shyma Alhuwaider Motasem Alfarra Juan C. Pérez Merey Ramazanova Bernard Ghanem TTA 196 0 0 02 Sep 2025
Forward-Only Continual Learning Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang CLL 129 1 0 01 Sep 2025
DCFS: Continual Test-Time Adaptation via Dual Consistency of Feature and Sample Wenting Yin Han Sun Xinru Meng Ningzhong Liu Huiyu Zhou TTA 204 0 0 28 Aug 2025
Adaptive Dual Uncertainty Optimization: Boosting Monocular 3D Object Detection under Test-Time Shifts Zixuan Hu Dongxiao Li Cheng Wang Bin Wang Xiaotong Li Wenhan Yang Ling-yu Duan 92 0 0 28 Aug 2025
Stabilizing Open-Set Test-Time Adaptation via Primary-Auxiliary Filtering and Knowledge-Integrated Prediction Byung-Joon Lee Jin-Seop Lee Jee-Hyong Lee TTA 108 0 0 26 Aug 2025
Domain Adaptation via Feature Refinement S. Karatsiolis A. Kamilaris OOD 116 1 0 22 Aug 2025
Learn Faster and Remember More: Balancing Exploration and Exploitation for Continual Test-time Adaptation Pinci Yang Peisong Wen Ke Ma Qianqian Xu CLL TTA 226 0 0 18 Aug 2025
Hierarchical Adaptive networks with Task vectors for Test-Time Adaptation Sameer Ambekar Daniel M. Lang Julia A. Schnabel 100 0 0 11 Aug 2025
ETA: Energy-based Test-time Adaptation for Depth Completion Younjoon Chung Hyoungseob Park Patrick Rim Xiaoran Zhang Jihe He Ziyao Zeng Safa Cicek Byung-Woo Hong James S. Duncan Alex Wong TTA 330 1 0 08 Aug 2025
Adapting Vision-Language Models Without Labels: A Comprehensive Survey Hao Dong Lijun Sheng Jian Liang Ran He Eleni Chatzi Olga Fink OffRL VLM 188 3 0 07 Aug 2025
Test-Time Adaptation for Video Highlight Detection Using Meta-Auxiliary Learning and Cross-Modality Hallucinations Zahidul Islam Sujoy Paul Mrigank Rochan 64 0 0 06 Aug 2025
Neutralizing Token Aggregation via Information Augmentation for Efficient Test-Time Adaptation Yizhe Xiong Zihan Zhou Yiwen Liang H. Chen Zijia Lin Tianxiang Hao Fan Zhang Jungong Han Guiguang Ding 205 0 0 05 Aug 2025
Test-Time Model Adaptation for Quantized Neural Networks Zeshuai Deng Guohao Chen Shuaicheng Niu Hui Luo Shuhai Zhang Yifan Yang Renjie Chen Wei Luo Mingkui Tan MQ 131 1 0 04 Aug 2025
Sample-Aware Test-Time Adaptation for Medical Image-to-Image Translation Irene Iele Francesco Di Feola V. Guarrasi Paolo Soda MedIm LM&MA 128 0 0 01 Aug 2025
CLIPTTA: Robust Contrastive Vision-Language Test-Time Adaptation Marc Lafon Gustavo Adolfo Vargas Hakim Clément Rambour Christian Desrosier Nicolas Thome VLM 180 1 0 18 Jul 2025
Monitoring Risks in Test-Time Adaptation Mona Schirmer Metod Jazbec C. A. Naesseth Eric T. Nalisnick TTA 488 2 0 11 Jul 2025
Not Only Consistency: Enhance Test-Time Adaptation with Spatio-temporal Inconsistency for Remote Physiological Measurement Xiao Yang Jiyao Wang Yuxuan Fan Can Liu Houcheng Su Weichen Guo Zitong Yu Dengbo He Kaishun Wu TTA 215 2 0 10 Jul 2025

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Efficient Test-Time Model Adaptation without Forgetting

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