Few-Shot Domain Adaptation

Ask about this topic

Momentum

3 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 22

All topics
CardsList

  1. Few-Shot Learning for Personalised Automated Pain Assessment

    Oct 7, 2026Heinke Hihn, Ibrahim Eisawy, Patrick Thiam +2Few-Shot LearningClassification

    IU International University of Applied Sciences, Berlin, Germany · Institute of Neural Information Processing, Ulm University, Ulm, Germany · Institute of Medical Systems Biology, Ulm University, Ulm, Germany

  2. EMG-FM-Bench: A Comprehensive Benchmark for Foundation Model Transfer and Adaptation on Electromyography

    Oct 5, 2026Tianhao Wu, Xu Wu, Amirmohammad Radmehr +4Few-Shot Domain AdaptationNeural Decoding

    University of Georgia · University of Oklahoma · University of Massachusetts Amherst

  3. Inductive Visual Logic for Few-Shot Out-Of-Distribution Adaptation in VLMs

    Sep 29, 2026Hung-Jen Chen, Yu-Heng Ho, Ting-Yao Huang +4Vision-Language ModelsFew-Shot Domain Adaptation

    National Tsing Hua University, Hsinchu, Taiwan · National Taiwan University, Taipei, Taiwan

  4. Your Model Already Knows Don't Teach It, Learn to Ask It: Soft Prompting for Few-Shot Adaptation of Vision-Language Models

    Sep 12, 2026Gautam Rajendrakumar Gare, Siyi Li, Hewei Wang +5Few-Shot Domain AdaptationVLM Adaptation

    Carnegie Mellon University · Apple

  5. BIFTA: Brain-Inspired Few-Shot Tactile Adaptation for Unknown Sensors

    Sep 8, 2026Boheng Liu, Ziyu Li, Xia WuVision-Based Tactile SensingFew-Shot Domain Adaptation

    School of Computer Science and Technology Beijing Institute of Technology Beijing, China

  6. Link-adaptive digital twin for robust physical-layer modeling in hybrid-amplified ultra-wideband optical networks

    Aug 11, 2026Xiaoxuan Gao, Rentao Gu, Yingchun Wang +3Neural Surrogate ModelingFew-Shot Domain Adaptation

    State Key Lab of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing, 100876, China · China Mobile Group Design Institute Co., Ltd., Beijing, 100080, China

  7. When Semantics Saturate or Emerge: Adaptation-Conditional Semantic Utility in Source-Free Cross-Domain Few-Shot Learning

    Aug 7, 2026Wei Liu, Xing Deng, Haijian ShaoFew-Shot Domain AdaptationVLM Adaptation

    College of Computer Science, Jiangsu University of Science and Technology, Zhenjiang 212003, China

  8. Prompt-Driven Simulation with Feature Perturbation for Cross-Domain Few-Shot Object Detection

    Aug 2, 2026Linhai Zhuo, Junxi Cai, Tianwen Qian +2Synthetic Data AugmentationFew-Shot Domain Adaptation

    Fuzhou University · East China Normal University · Xiamen University +1

  9. Learning to Adapt Cross-Domain Preferences via Meta-LoRA for LLM Personalization

    Aug 1, 2026Xuefei Wang, Jun Han, Zixuan Wang +4Few-Shot Domain AdaptationLLM Personalization

    Beihang University · Nankai University

  10. DA-MergeLoRA: Hypernetwork-Based LoRA Merging for Few-Shot Test-Time Domain Adaptation

    Jul 20, 2026Siobhan Reid, Zhixiang Chi, Li Gu +3Test-Time AdaptationFew-Shot Domain Adaptation

    Concordia University, Montreal QC H3G 1M8, Canada · University of Toronto, Toronto ON M5S 1A1, Canada · Mila – Quebec AI Institute, Montreal QC H2S 3H1, Canada

  11. TCLA: Training-Free Class-wise Logit Adaptation for Medical Vision-Language Models

    Jul 10, 2026Tianyou Jiang, Ziyu ZhouFew-Shot Domain AdaptationVLM Adaptation

    University of Bern, Bern, Switzerland · Shanghai Jiao Tong University, Shanghai, China

  12. Domain Adaptation with Adaptive Imagination for Visual Reinforcement Learning under Limited Target Data

    Jun 29, 2026Hyunwoo Park, Sang-Hyun LeeSynthetic-to-Real Domain AdaptationFew-Shot Domain Adaptation

    Department of Mobility Engineering, Ajou University, Suwon, Republic of Korea

  13. FADA: Few-Shot Domain Adaptation via Dynamics Alignment for Humanoid Control

    Jun 26, 2026Angchen Xie, Nikhil Sobanbabu, Ishayu Shikhare +3Few-Shot Domain AdaptationHumanoid Robot Control

    Carnegie Mellon University

  14. Cross-Platform Chinese Offensive Comment Detection via Dual-Threshold Hard Example Mining

    Jun 26, 2026Ruixing Ren, Junhui Zhao, Fangfang WangFew-Shot Domain AdaptationDomain Adaptation

    School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China

  15. An LLM-based Two-Stage Transformer Framework for Cross-Domain Bearing Fault Diagnosis with Limited Data

    Jun 23, 2026Jinghan Wang, Feng Cheng, Wentao Wu +3Few-Shot Domain AdaptationPredictive Maintenance

    School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China

  16. GaMi: Geometry-Agnostic Material Identification via Cross-Modal Subtractive Disentanglement

    May 29, 2026Zhiwei Chen, Yijie Li, Yimo Zhang +9Few-Shot Domain AdaptationMultimodal Sensor Fusion

    UESTC, Chengdu, China · UESTC Chengdu, China · National University of Singapore, Singapore +5

  17. Improving CLIP Adaptation by Breaking Tail Alignment for Source-Free Cross-Domain Few-Shot Learning

    May 28, 2026Shuai Yi, Yixiong Zou, Yuhua Li +1Source-Free Domain AdaptationFew-Shot Domain Adaptation

    Institute of Artificial Intelligence, Huazhong University of Science and Technology, Wuhan, China · School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China.

  18. GiPL: Generative augmented iterative Pseudo-Labeling for Cross-Domain Few-Shot Object Detection

    May 28, 2026Jiacong Liu, Shu Luo, Yikai Qin +3Synthetic Data AugmentationFew-Shot Domain Adaptation

    Huazhong University of Science and Technology

  19. FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations

    May 26, 2026Haolong Zheng, Siyin Wang, Xulin Fan +2RL for Language ModelsFew-Shot Domain Adaptation

    University of Illinois Urbana Champaign · Tsinghua University

  20. Addressing Exacerbated Attention Sink for Source-Free Cross-Domain Few-Shot Learning

    May 25, 2026Shuai Yi, Yixiong Zou, Yuhua Li +1Source-Free Domain AdaptationFew-Shot Domain Adaptation

    Huazhong University of Science and Technology

  21. Reviving In-domain Fine-tuning Methods for Source-Free Cross-domain Few-shot Learning

    May 12, 2026Yaze Zhao, Yicong Liu, Yixiong Zou +2Source-Free Domain AdaptationFew-Shot Domain Adaptation

  22. AdaptiveCDM: Source-Free Few-Shot Domain Adaptation for Cell Detection in Microscopic Images

    Mar 5, 2025Nimra Dilawar, Sara Nadeem, Javed Iqbal +2Source-Free Domain AdaptationFew-Shot Domain Adaptation

    Intelligent Machines Lab, Department of Artificial Intelligence, Information Technology University, Pakistan