Test-Time Adaptation

TTA

Adapts models to new data distributions during inference. Enhances model robustness and performance in changing environments.

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SLM-TTA: A Framework for Test-Time Adaptation of Generative Spoken Language Models Yuan-Kuei Wu Yang Liu Yiteng Huang Zhaojun Yang Haibin Wu ... Yi-Te Shuyu Kong Ming Sun Florian Metze Li Wan TTA 104 0 0 31 Dec 2025
CTTA-T: Continual Test-Time Adaptation for Text Understanding via Teacher-Student with a Domain-aware and Generalized Teacher Tianlun Liu Zhiliang Tian Zhen Huang Xingzhi Zhou Wanlong Yu Tianle Liu Feng Liu Dongsheng Li TTA VLM 216 0 0 20 Dec 2025
Neural Collapse in Test-Time Adaptation Xiao Chen Zhongjing Du Jiazhen Huang Xu Jiang Li Lu Jingyan Jiang Zhi Wang OOD AAML TTA 204 0 0 11 Dec 2025
Instance-Aware Test-Time Segmentation for Continual Domain Shifts Seunghwan Lee Inyoung Jung Hojoon Lee Eunil Park Sungeun Hong TTA VLM 124 0 0 09 Dec 2025
Towards Reliable Test-Time Adaptation: Style Invariance as a Correctness Likelihood Gilhyun Nam Taewon Kim Joonhyun Jeong Eunho Yang TTA 236 0 0 08 Dec 2025
Bridging Modalities via Progressive Re-alignment for Multimodal Test-Time Adaptation Jiacheng Li Songhe Feng TTA 269 0 0 28 Nov 2025
BRIC: Bridging Kinematic Plans and Physical Control at Test Time Dohun Lim Minji Kim Jaewoon Lim Sungchan Kim TTA 288 0 0 25 Nov 2025
In Defense of the Turing Test and its Legacy Bernardo Gonçalves TTA VLM 228 0 0 24 Nov 2025
Collaborative Learning with Multiple Foundation Models for Source-Free Domain Adaptation Huisoo Lee Jisu Han Hyunsouk Cho Wonjun Hwang TTA VLM AI4CE 222 0 0 24 Nov 2025
Robust Long-term Test-Time Adaptation for 3D Human Pose Estimation through Motion Discretization Yilin Wen Kechuan Dong Yusuke Sugano 3DH TTA 308 0 0 24 Nov 2025
FedPoisonTTP: A Threat Model and Poisoning Attack for Federated Test-Time Personalization Md Akil Raihan Iftee Syed Md. Ahnaf Hasan Amin Ahsan Ali A. Rahman Sajib Mistry Aneesh Krishna AAML FedML SILM TTA 290 0 0 24 Nov 2025
SloMo-Fast: Slow-Momentum and Fast-Adaptive Teachers for Source-Free Continual Test-Time Adaptation Md Akil Raihan Iftee M. S. Hossain Rakibul Hasan Rajib Tariq Iqbal Md. Mofijul Islam M. A. Amin Amin Ahsan Ali A. Rahman TTA 172 0 0 23 Nov 2025
DHAuDS: A Dynamic and Heterogeneous Audio Benchmark for Test-Time Adaptation Weichuang Shao I. Liao Tomas Henrique Bode Maul T. Chandesa TTA 188 0 0 23 Nov 2025
MVS-TTA: Test-Time Adaptation for Multi-View Stereo via Meta-Auxiliary Learning Hannuo Zhang Zhixiang Chi Yang Wang Xinxin Zuo TTA 133 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 261 0 0 19 Nov 2025
Adapt-As-You-Walk Through the Clouds: Training-Free Online Test-Time Adaptation of 3D Vision-Language Foundation Models Mehran Tamjidi Hamidreza Dastmalchi Mohammadreza Alimoradijazi A. Cheraghian Aijun An Morteza Saberi TTA 229 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 176 0 0 16 Nov 2025
Open-World Test-Time Adaptation with Hierarchical Feature Aggregation and Attention Affine Ziqiong Liu Yushun Tang Junyang Ji Z. He TTA 92 0 0 16 Nov 2025
MoETTA: Test-Time Adaptation Under Mixed Distribution Shifts with MoE-LayerNorm Xiao Fan Jingyan Jiang Zhaoru Chen Fanding Huang Xiao Chen Qinting Jiang Bowen Zhang Xing Tang Zhi Wang TTA 331 0 0 14 Nov 2025
RobIA: Robust Instance-aware Continual Test-time Adaptation for Deep Stereo Jueun Ko Hyewon Park Hyesong Choi Dongbo Min TTA 3DV 362 0 0 13 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 380 1 0 06 Nov 2025
Test Time Adaptation Using Adaptive Quantile Recalibration Paria Mehrbod Pedro Vianna Géraldin Nanfack Guy Wolf Eugene Belilovsky OOD TTA 283 0 0 05 Nov 2025
Test-Time Adaptive Object Detection with Foundation Model Yingjie Gao Yanan Zhang Zhi Cai Di Huang VLM TTA 307 0 0 29 Oct 2025
Diffusion-Driven Progressive Target Manipulation for Source-Free Domain Adaptation Yuyang Huang Yabo Chen Junyu Zhou Wenrui Dai Xiaopeng Zhang Junni Zou Hongkai Xiong Qi Tian TTA 194 0 0 29 Oct 2025
VISTA: A Test-Time Self-Improving Video Generation Agent Do Xuan Long Xingchen Wan Hootan Nakhost Chen-Yu Lee Tomas Pfister Sercan Ö. Arık VGen TTA 218 3 0 17 Oct 2025
SteeringTTA: Guiding Diffusion Trajectories for Robust Test-Time-Adaptation Jihyun Yu Yoojin Oh Wonho Bae Mingyu Kim Junhyug Noh TTA LLMSV 280 0 0 16 Oct 2025
Towards Adaptable Humanoid Control via Adaptive Motion Tracking Tao Huang Huayi Wang Junli Ren Kangning Yin Zirui Wang ... Feiyu Jia Wentao Zhang Junfeng Long J. Wang Jiangmiao Pang TTA 158 0 0 16 Oct 2025
EvoTest: Evolutionary Test-Time Learning for Self-Improving Agentic Systems Yufei He Juncheng Liu Yue Liu Yibo Li Tri Cao Zhiyuan Hu X. Xu Bryan Hooi TTA VLM 278 1 0 15 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 245 0 0 14 Oct 2025
SceneAdapt: Scene-aware Adaptation of Human Motion Diffusion Jungbin Cho Minsu Kim Jisoo Kim Ce Zheng László A. Jeni Ming-Hsuan Yang Youngjae Yu Seonjoo Kim DiffM VGen TTA 220 0 0 14 Oct 2025
Test-Time Adaptation by Causal Trimming Yingnan Liu Rui Qiao Mong-Li Lee Wynne Hsu CML TTA 186 0 0 13 Oct 2025
LATTA: Langevin-Anchored Test-Time Adaptation for Enhanced Robustness and Stability Harshil Vejendla BDL TTA 171 0 0 07 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 289 0 0 03 Oct 2025
Annotation-Efficient Active Test-Time Adaptation with Conformal Prediction Tingyu Shi Fan Lyu Shaoliang Peng TTA 248 0 0 30 Sep 2025
EMO-TTA: Improving Test-Time Adaptation of Audio-Language Models for Speech Emotion Recognition Jiacheng Shi Hongfei Du Y. Alicia Hong Ye Gao TTA VLM 144 0 0 29 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 211 0 0 26 Sep 2025
COLA: Context-aware Language-driven Test-time AdaptationIEEE Transactions on Image Processing (IEEE TIP), 2025 Aiming Zhang Tianyuan Yu Liang Bai Jun Tang Yanming Guo Yirun Ruan Yun Zhou Zhihe Lu TTA VLM 254 0 0 22 Sep 2025
TFMAdapter: Lightweight Instance-Level Adaptation of Foundation Models for Forecasting with Covariates Afrin Dange Sunita Sarawagi AI4TS TTA AI4CE 186 0 0 17 Sep 2025
Class-Invariant Test-Time Augmentation for Domain Generalization Zhicheng Lin Xiaolin Wu Xi Zhang OOD TTA 358 0 0 17 Sep 2025
SCoDA: Self-supervised Continual Domain Adaptation Chirayu Agrawal Snehasis Mukherjee CLL TTA 198 0 0 12 Sep 2025
Targeted Test Selection Approach in Continuous Integration Nikolay Bushkov Aleksey Antonov Vasilii Ermakov Aleksandr Khaybriev Margarita Kikot Ilseyar Alimova Stanislav Moiseev TTA 170 0 0 12 Sep 2025
Purge-Gate: Backpropagation-Free Test-Time Adaptation for Point Clouds Classification via Token Purging Moslem Yazdanpanah Ali Bahri Mehrdad Noori Sahar Dastani G. A. V. Hakim David Osowiechi Ismail Ben Ayed Christian Desrosiers 3DPC TTA 254 1 0 11 Sep 2025
Online time series prediction using feature adjustment Xiannan Huang Shuhan Qiu Jiayuan Du Chao Yang AI4TS TTA 249 0 0 04 Sep 2025
StableSleep: Source-Free Test-Time Adaptation for Sleep Staging with Lightweight Safety Rails Hritik Arasu Faisal R Jahangiri TTA 205 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 212 0 0 02 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 232 0 0 28 Aug 2025
Segmentation Assisted Incremental Test Time Adaptation in an Open World Manogna Sreenivas Soma Biswas VLM TTA 250 0 0 27 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 144 0 0 26 Aug 2025
Backpropagation-Free Test-Time Adaptation via Probabilistic Gaussian Alignment Youjia Zhang Youngeun Kim Young-Geun Choi Hongyeob Kim Huiling Liu Sungeun Hong TTA 428 0 0 21 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 250 0 0 18 Aug 2025

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