Zero-Shot Learning

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10 papers in the last four weeks, up 233% on the four weeks before. 0.1% of all new papers.

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  1. Candidate Attended Dialogue State Tracking Using BERT

    Jul 17, 2026Junyuan Zheng, Onkar Salvi, John ChanZero-Shot LearningSpoken Dialogue Systems

    OneConnect US Research Institute, New York, NY, 10019

  2. Difference-Based Relational Learning for Zero-Shot Object-Goal Visual Navigation With Direct Sim-to-Real Transfer

    Jul 17, 2026Guolei Qi, Feitian ZhangZero-Shot LearningRepresentation Learning

    Guolei Qi and Feitian Zhang*

  3. When Can Test-Time Adaptation Help Zero-Shot CT Vision-Language Models?

    Jul 17, 2026Ailar Mahdizadeh, Puria Azadi Moghadam, Xiangteng He +1Zero-Shot LearningRadiology VLMs

    University of British Columbia · 2Vector Institute

  4. GHR-VLM: Making Zero-Shot Transit Video Analytics Realizable with Grounded Hybrid Reasoning

    Jul 15, 2026Kaicong Huang, Weiheng Oh, Ruimin KeZero-Shot LearningVision-Language Grounding

    Rensselaer Polytechnic Institute Troy, NY, USA

  5. From Many to Meaningful: Feature-Guided Zero-Shot Chronic Kidney Disease Screening Using Large Language Models

    Jul 14, 2026Muhammad Ashad Kabir, Sirajam MuniraZero-Shot LearningMedical Diagnosis

    School of Computing, Mathematics and Engineering, Charles Sturt University, NSW, Australia · Department of Computer Science, Rensselaer Polytechnic Institute, NY, USA

  6. HRO: Hierarchical Room-to-Object Framework for Zero-Shot Object Goal Navigation with Large Language Models

    Jul 12, 2026Luyuan Jia, Yinfeng YuZero-Shot LearningLarge Language Model-Based Robot Planning

    School of Computer Science and Technology, Xinjiang University, Urumqi 830017, China. · Joint Research Laboratory for Embodied Intelligence, Xinjiang University. · Joint International Research Laboratory of Silk Road Multilingual Cognitive Computing, Xinjiang University.

  7. SMETA-ZSL:Semantic Meta-Alignment for Zero-Shot Threat Classification

    Jul 10, 2026Ivan Alejandro Montoya Sanchez, Anantaa Kotal, Aritran PiplaiZero-Shot LearningCyber Threat Intelligence

    The University of Texas at El Paso

  8. Promptable Concept Segmentation from Above: Evaluating SAM 3's Zero-Shot and One-Shot Capabilities in Remote Sensing

    Jul 10, 2026Mohammad Dabaja, Turgay CelikRemote Sensing Image UnderstandingRemote Sensing Small Object Detection

    Department of ICT, University of Agder, Grimstad, Norway

  9. MASTE: A Multi-Agent Pipeline for Zero-Shot Aspect Sentiment Triplet Extraction

    Jul 9, 2026Ao Hong, Lehang Wang, Zhirun Yue +3Zero-Shot LearningAspect-Based Sentiment Analysis

    Tsinghua University · Wuhan University

  10. Generalist Vision-Language Models for Fast Radio Burst detection: a zero-shot benchmark against a specialized detector

    Jul 8, 2026Raiff H. Santos, Amilcar R. Queiroz, Tharcisyo S. S. Duarte +2VLM EvaluationZero-Shot Learning

    Universidade Federal de Campina Grande, R. Apr´ıgio Veloso 882, Bairro Universit´ario, 58429-900, Campina Grande, PB, Brazil · Instituto de Forma¸c˜ao de Educadores, Universidade Federal do Cariri, Rua Oleg´ario Em´ıdio de Ara´ujo, s/n, Aldeota, 63260-000, Brejo Santo, CE, Brazil

  11. Progressive Reasoning with Primitive Correction for Compositional Zero-Shot Learning

    Jul 7, 2026Ziyi Chen, Haoyan Shi, Sunhan Xu +1Zero-Shot LearningVLM Reasoning

    School of Computer Science and Technology, Beijing Jiaotong University · Key Laboratory of Big Data & Artificial Intelligence in Transportation (Ministry of Education)

  12. Geographic Diversity Beats Data Volume for Cross-Domain Generalization in Zero-Label JEPA Driving World Models

    Jul 5, 2026Santosh JaiswalAutonomous Driving DatasetsZero-Shot Learning

  13. Parametric Memory Decoding for Zero-Shot Routing in LoRA-Based External Parametric Memory

    Jul 5, 2026Fengxian Ji, Zhuohan Xie, Jingpu Yang +3Zero-Shot LearningMemory-Augmented Language Models

    1MBZUAI, United Arab Emirates · Institute of Automation, Chinese Academy of Sciences, China

  14. Token-Based Affordance Grounding with Large Vision-Language Models

    Jul 3, 2026Seung Il Lee, Qinqian Lei, Daguang Xu +4Zero-Shot LearningVision-Language Grounding

    University of Mississippi · National University of Singapore · NVIDIA

  15. Evaluating Vision-Language Models as a Zero-Shot Learning Alternative to You Only Look Once and Optical Character Recognition for Nigerian License Plate Recognition

    Jul 2, 2026Ismail Ismail Tijjani, Ahmad Abubakar Mustapaha, Sunusi Ibrahim Muhammad +1VLM EvaluationZero-Shot Learning

    department of Mechatronics Engineering, Bayero University Kano(BUK). Kano, Nigeria. · School of Computer Science and Engineering, VIT-AP Uiversity, Andhra Pradesh, India. · department of Petroleum Engineering Bayero University Kano(BUK). Kano, Nigeria. +1

  16. BIFROST: Bridging Invariant Feature Representation for Observation-space Sim2Real Transfer

    Jul 1, 2026Yunfu Deng, Josiah P. HannaZero-Shot LearningRobot Policy Learning

    Department of Computer Sciences, University of Wisconsin–Madison, Madison, WI 53706 USA

  17. CV-DCLR: Causal-Visual Dynamic Label Refinement for Robust Zero-Shot Learning

    Jul 1, 2026Can Wang, Jiangnan Li, Mingyu Li +4Zero-Shot LearningZero-Shot Image Classification

  18. Holographic Quantum Transformer: A Generalist Neuro-Symbolic Architecture for Solving Frustrated Systems via Generative Attention

    Jul 1, 2026Xingran Guo, Tiaojie Xiao, Jie Liu +1Neural Quantum StatesZero-Shot Learning

    National University of Defense Technology Changsha, China · State University of New York at New Paltz New Paltz, NY, USA

  19. LiteMatch: Lightweight Zero-Shot Stereo Matching via Cost Volume Stabilization

    Jun 30, 2026Md Raqib Khan, Santosh Kumar Vipparthi, Subrahmanyam MuralaZero-Shot LearningStereo Matching

    CVPR Lab, Trinity College Dublin, The University of Dublin, Dublin, Ireland · CVPR Lab, Indian Institute of Technology Ropar, Rupnagar, Punjab, India

  20. ZEBRA: Zero-Shot Entropy-Regularized Prompt Learning for Base-to-Novel Generalization in Audio-Language Models

    Jun 30, 2026Asif Hanif, Mohammad YaqubZero-Shot LearningPrompt Learning

    Mohamed Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE

  21. From Search to Synthesis: Training LLMs as Zero-Shot Workflow Generators

    Jun 29, 2026Gan Luo, Zihan Qin, Bin Dong +1Zero-Shot LearningMeta-Learning

    School of Mathematics Science, Peking University

  22. HomeDiffusion: Zero-Shot Object Customization with Multi-View Representation Learning for Indoor Scenes

    Jun 29, 2026Guoqiu Li, Jin Song, Yiyun FeiZero-Shot LearningDiffusion-Based Image Editing

    Alibaba Group

  23. Low-cost concept-based localized explanations: How far can we get with training-free approaches?

    Jun 27, 2026Darian Fernández-Gutiérrez, Rafael Bello, Marilyn Bello +1VLM EvaluationZero-Shot Learning

    Dept. of Computer Science, Central University ”Marta Abreu” of Las Villas (UCLV), 50100 Santa Clara, Cuba · Dept. of Computer Science and Artificial Intelligence, University of Granada (UGR), 18071 Granada, Spain.

  24. Zero-shot Tweet-Level Stance Detection Enhanced by External Knowledge and Reflective Chain-of-Thought Reasoning

    Jun 25, 2026Yiju Huang, Wenxian Wang, Lijun Zhou +4Zero-Shot LearningStance Detection

    School of Cyber Science and Engineering, Sichuan University, Chengdu, China · School of Cyberspace Science and Technology, Beijing Jiaotong University, Beijing, China

  25. Extreme Meta-Classification for Large-Scale Zero-Shot Retrieval

    Jun 23, 2026Sachin Yadav, Deepak Saini, Anirudh Buvanesh +6Zero-Shot LearningMeta-Learning

    Microsoft Research · Microsoft · Indian Institute of Technology

  26. Zero-Shot Vision-Language Models for Classroom Engagement Recognition: A Benchmark Study of Prompt Sensitivity and Cross-Dataset Generalization

    Jun 20, 2026Aman Goyal, Kshama Nitin Shah, Kemmannu Vineet Venkatesh RaoVLM EvaluationZero-Shot Learning

    Carnegie Mellon University · University of Michigan, Ann Arbor · Magna International

  27. Formalizing Task-Space Complexity for Zero-Shot Generalization

    Jun 18, 2026Jung-Hoon Cho, Heling Zhang, Siqi Du +2Zero-Shot LearningGeneralization Bounds

    Massachusetts Institute of Technology · University of Illinois Urbana-Champaign

  28. Personalized Keyword Spotting for User-Defined Keywords Leveraging Text-Independent Speaker Verification

    Jun 18, 2026Ming-Hsiang Hu, Kuan-Tang Huang, Chien-Chun Wang +2Zero-Shot LearningKeyword Spotting

    Dept. Computer Science and Information Engineering, National Taiwan Normal University, Taiwan · E.SUN Financial Holding Co., Ltd., Taiwan · United Link Co., Ltd., Taiwan

  29. Prompt, Plan, Extract: Zero-Shot Agentic LLMs Workflows for Lung Pathology Extraction from Clinical Narratives

    Jun 18, 2026Aman Pathak, Cheng Peng, Mengxian Lyu +8Computational PathologyZero-Shot Learning

    Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, USA · Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA · College of Nursing, Florida State University, Tallahassee, FL, USA

  30. Robust Zero-Shot Generalization for Open-Vocabulary Action Recognition via Task Arithmetic

    Jun 17, 2026Francesca Morandi, Omayma Moussadek, Federico Venturini +5Zero-Shot LearningOOD Generalization

    University of Modena and Reggio Emilia · University of Pisa · Eni S.p.A.