In-Context Learning

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25 papers in the last 28 days · 0.4% of indexed attention

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Period ending 2026-09-21

9 new papers

A weekly snapshot of new work published in In-Context Learning.

Period ending 2026-09-14

7 new papers

A weekly snapshot of new work published in In-Context Learning.

Period ending 2026-09-07

10 new papers

A weekly snapshot of new work published in In-Context Learning.

256 papers

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  1. UniMedSeg: Unified In-Context Learning for Multi-Paradigm 2D/3D Medical Image Segmentation

    Jul 14, 2026Yunzhou Li, Jiesi Hu, Yanwu Yang +5Medical Image SegmentationIn-Context Learning

  2. Anysynth:Zero-Shot Instrument Cloning via In-Context Learning and Asymmetric Hierarchical Guidance

    Jul 13, 2026Chong Jing, Junan Zhang, Jing Yang +3Cross-Lingual Voice CloningIn-Context Learning

  3. Self-Evolving In-Context Learning for Direct Pilot-to-Beamformer Design in MU-MISO Systems

    Jul 13, 2026Yubo Zhang, Xiaodong WangBeamformingMultiple-Input Multiple-Output

  4. REBASE: Reference-Background Subspace Elimination for Training-Free In-Context Segmentation

    Jul 10, 2026Mantha Sai Gopal, Jaison Saji Chacko, Harsh Nandwana +3Few-Shot SegmentationIn-Context Learning

  5. Correlation-Aware Contextual Bandits with Surrogate Rewards for LLM Routing

    Jul 10, 2026Ajay Narayanan Sridhar, Ronak Singh, Mehrdad Mahdavi +1Large Language Model RoutingMulti-Armed Bandits

  6. Agentic Context Learning with Self-Discovered Specification

    Jul 9, 2026Jike Zhong, Ming Li, Yuxiang Lai +8In-Context Learning

  7. When Does Continual Learning Require Learning

    Jul 8, 2026Anne Harrington, Nayan Saxena, Michael Murphy +7Continual Learning MethodsIn-Context Learning

  8. TimEE: End-to-end Time Series Classification via In-Context Learning

    Jul 8, 2026Jaris Küken, Shi Bin Hoo, Martin Mráz +2Time-Series ClassificationModel Pretraining

  9. The Importance of Encoder Choice:A Tabular-Image Study

    Jul 8, 2026Ilia Koloiarov, Diego Coello de Portugal Mecke, Vijaya Krishna Yalavarthi +2Modality-Specific EncodersEncoders

  10. Tree-of-Thoughts Reasoning for Text-to-Image In-Context Learning

    Jul 8, 2026Stepanida Alekseeva, Jenifer Kalafatovich, Seong-Whan LeeText-To-ImageIn-Context Learning

  11. Demonstrating TOFFEE: A Learned System for Synthesizing Data Agent Trajectories at Scale

    Jul 7, 2026Ziting Wang, Yin Li, Zuhao Yang +3Interaction TrajectoriesTraditional Dataflow Analysis

  12. AbICL: In-Context Learning for Antigen-Specific Antibody Affinity Ranking

    Jul 7, 2026Zhiyuan Chen, Jing Hu, Junzhe Wang +4AntibodyStructure-Based Drug Design

  13. A Unified Framework for In-Context Learning with Causal and Masked Language Models

    Jul 5, 2026Chenrui Liu, Chuanlong Xie, Falong Tan +2In-Context LearningCausal Attention

  14. Sequential Correlations Change In-Context Learning: Effective Context Length and Architectural Mismatch

    Jul 4, 2026Mary Letey, Yue M. Lu, Cengiz Pehlevan +1In-Context LearningSequence Modeling

  15. Best-of-Better-NN: Generating Pre-Aligned Responses with In-Context Learning

    Jul 3, 2026Eric Lei, Hsiang Hsu, Chun-Fu ChenIn-Context LearningIn-Context

  16. Induction Heads Interpolate N-Grams

    Jul 2, 2026Francesco D'Angelo, Oguz Kaan Yuksel, Swathi Shree Narashiman +1Transformer ArchitecturesIn-Context Learning

  17. Dendritic In-Context Learning in a Single-Layer Spiking Neural Network

    Jul 2, 2026Juwei Shen, Yujie Wu, Changwen ChenSpiking Neural NetworksSynaptic Plasticity

  18. ICDepth: Taming Video Diffusion Models for Video Depth Estimation via In-Context Conditioning

    Jul 2, 2026Xuanhua He, Jiaxin Xie, Mingzhe Zheng +1Monocular Depth EstimationPre-Trained Video Diffusion Models

  19. In-Context Reinforcement Learning under Non-Stationarity: A Survey

    Jul 1, 2026A Run, Ziluo DingIn-Context LearningDeep Reinforcement Learning

  20. Ghost in the Kernel: In-Context Learning with Efficient Transformers via Domain Generalization

    Jul 1, 2026Peilin Liu, Ding-Xuan ZhouIn-Context LearningDomain Generalization

  21. Criterion-Conditional In-Context Learning: Evaluating Criterion-Shift Adaptation in Vision-Language Models

    Jun 30, 2026Kaiyun Yang, Ruilin Yang, Zhimin Yao +2In-Context Learning

  22. TabPATE: Differentially Private Tabular In-Context Learning Without Public Data

    Jun 30, 2026Dariush Wahdany, Matthew Jagielski, Jesse C. Cresswell +2Membership Inference AttacksIn-Context Learning

  23. Probing Memorization of Tabular In-Context Learning

    Jun 30, 2026Francesco Capano, Jonas BöhlerTabular LearningMemorization

  24. Can Tabular In-Context Learners Generalize to Biomolecular Property Prediction?

    Jun 30, 2026Davy Guan, Lu Zhang, Asiri Wijesinghe +7Molecular Property PredictionTabular Foundation Models

  25. FlexTab: A Flexible Encoder-Decoder Architecture for In-Context Learning Across Diverse Tabular Tasks

    Jun 29, 2026Marek Polewczyk, Maximilian Schambach, Marco Spinaci +2Tabular LearningTabular Data

  26. LC-ICL: Label-Guided Contrastive In-Context Learning for Robust Information Extraction

    Jun 28, 2026Xiao You, Tianwei Yan, Shan ZhaoIn-Context LearningFew-Shot Learning

  27. A Theoretical Interpretation of In-Context Learning via Probabilistic Modeling

    Jun 27, 2026Zhenyu Liu, Huaze Tang, Shao-Lun HuangIn-Context LearningTheoretical Foundations

  28. Toward Robust In-Context Segmentation via Concept Guidance

    Jun 26, 2026Zhigang Chen, Xiawu Zheng, Rongrong JiIn-Context LearningVision-Language Model Grounding

  29. Privacy Vulnerabilities of Attention Layers in Tabular Foundation Models and Protection of High-Risk Queries

    Jun 24, 2026Tânia Carvalho, Maxime CordyTabular Foundation ModelsMembership Inference Attacks

  30. In-context Region-based Drag: Drag Any Region to Any Shape

    Jun 24, 2026Jiacheng Sui, Tianyu Hao, Bingjie Gao +2In-Context LearningIn-Context

  31. Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention

    Jun 24, 2026Luke McDermott, Robert W. Heath, Rahul ParhiIn-Context LearningTransformer Architectures

  32. Pigeonholing: how bad prompts hurt models, causing collapse and mistakes

    Jun 23, 2026Hyunji Nam, Keertana Chidambaram, Dorottya Demszky +1Large Language Model PerformanceIn-Context Learning

  33. Abstract representational geometry supports inference in large language models

    Jun 22, 2026Yunan Zeng, Yuwang WangLarge Language Model ReasoningRepresentational Geometry

  34. Unlocking In-Context Learning in Audio-Language Models from Decentralized Medical Audio

    Jun 22, 2026Ran Piao, Tsai-Ning Wang, Martijn den Dekker +4In-Context LearningIn-Context

  35. Surgical Anatomy Recognition with Context Learning using Foundation Representations

    Jun 20, 2026Ronald L. P. D. de Jong, Tim J. M. Jaspers, Raf A. H. Vervoort +9Surgical VideosAnatomy

  36. Scaling Performance and Low-Resource Annotation with Many-Shot In-Context Learning for Named Entity Recognition

    Jun 20, 2026Qi Zhang, Fangping Lan, Cornelia Caragea +2Named-Entity RecognitionIn-Context Learning

  37. RocketPFN: Accurate Time Series Classification via In-Context Learning

    Jun 19, 2026Franco Martino O'Rourke, Ana Trisovic, Dimitris BertsimasTime-Series ClassificationTime Series

  38. Multi-Task Bayesian In-Context Learning

    Jun 18, 2026Qingyang Zhu, Eric Karl Oermann, Kyunghyun ChoIn-Context LearningSpatiotemporal Prediction

  39. Can In-Context Learning Support Intrinsic Curiosity?

    Jun 17, 2026Eric Elmoznino, Sangnie Bhardwaj, Johannes von Oswald +5In-Context LearningEntropy Regularized Reinforcement Learning

  40. Bounded Context Management for Tabular Foundation Models on Stream Learning

    Jun 17, 2026Jinmo Lee, Doyun Choi, Moongi Choi +1Tabular Foundation ModelsTabular Learning

  41. BCL: Bayesian In-Context Learning Framework for Information Extraction

    Jun 17, 2026Haoliang Liu, Chengkun Cai, Xu Zhao +7In-Context LearningBayesian

  42. When English Isn't the Best Teacher: Source Language Effects in Cross-Lingual In-Context Learning

    Jun 16, 2026Fred Philippy, Siwen Guo, Jacques Klein +1Cross-Lingual TransferEnglish

  43. Continual Self-Improvement with Lightweight Experiential Latent Memories

    Jun 16, 2026Vaggelis Dorovatas, Nancy Kalaj, Rahaf AljundiEfficient Latent ReasoningIn-Context Learning

  44. Brick-DICL: Dynamic In-Context Learning for Automated Brick Schema Classification

    Jun 16, 2026Yiyue Qian, Shinan Zhang, Huan Song +3Building Information ModelingSmart Homes

  45. Revisiting the Systematicity in Negation in the Era of In-Context Learning

    Jun 15, 2026Hitomi Yanaka, Taisei YamamotoNegationLarge Language Model Performance

  46. Agentic Framework for Deep Learning workload migration via In-Context Learning

    Jun 14, 2026Qiyue Liang, Steven Ingram, George Vanica +4PytorchSingle-Agent Baselines

  47. Distilling Examples into Task Instructions: Enhanced In-Context Learning for Real-World B2B Conversations

    Jun 14, 2026Guy Rotman, Adi Kopilov, Danit Berger Zalmanson +1In-Context LearningFew-Shot Learning

  48. Encode Errors: Representational Retrieval of In-Context Demonstrations for Multilingual Grammatical Error Correction

    Jun 13, 2026Guangyue Peng, Wei Li, Wen Luo +1Grammatical Error CorrectionErrors

  49. LLM Evolution as an Industry-Scale Ecosystem: A Lifecycle Perspective on Continual Learning

    Jun 12, 2026Hao Jiang, Enneng Yang, Guojie Zhu +7Efficient Continual LearningContinual Learning Methods

  50. PRISMR: Overcoming Parse Collapse in Multimodal Listwise Ranking via Parameterized Representation Internalization

    Jun 11, 2026Hao Jiang, Xin Li, Annan Wang +4Representation CollapseIn-Context Learning

  51. GRIP: Feedback-Guided Prompt Retrieval for Large Multimodal Models

    Jun 10, 2026Garvita Allabadi, Matteo Sodano, Roberto Estevão +4Multi-Modal Large Language ModelsIn-Context Learning

  52. Harness In-Context Operator Learning with Chain of Operators

    Jun 10, 2026Minghui Yang, Ling Guo, Liu YangLogical ConnectivesIn-Context Learning

  53. Categorical Prior Lock-in: Why In-Context Learning Fails for Structured Data

    Jun 10, 2026Antonio Pelusi, Stefano Braghin, Alberto TrombettaIn-Context LearningPrior Knowledge

  54. LLM-Based Synthetic Ground Truth Generation for Audio-Based Emotion Classification via In-Context Learning

    Jun 10, 2026Qing Huang, Pooja Pol, Jianing ZhangEmotion RecognitionIn-Context Learning

  55. Task-Aware Structured Memory for Dynamic Multi-modal In-Context Learning

    Jun 10, 2026Zhirui Chen, Ziwei Chen, Ling ShaoMulti-Modal Large Language ModelsIn-Context Learning

  56. When Context Returns: Toward Robust Internalization in On-Policy Distillation

    Jun 10, 2026Xun Wang, Ruishuo Chen, Zhuoran Li +2On-Policy DistillationIn-Context Learning

  57. CRUMB: Efficient Prior Fitted Network Inference via Distributionally Matched Context Batching

    Jun 9, 2026Jamie Heredge, Mattia J. Villani, Pranav Deshpande +2Tabular Prior-Data Fitted NetworkIn-Context Learning

  58. Quo Vadis, Visual In-Context Learning? A Unified Benchmark Across Domains and Tasks

    Jun 9, 2026Pradnya Halady, Jiale Wei, Zdravko Marinov +2Visual In-Context LearningMultiple Vision Tasks

  59. Beyond Model Size: Probing the Gaps in Visual in-Context Learning by Training a Tiny Model

    Jun 9, 2026Sunil Khatri, Steven Landgraf, Markus Ulrich +1Vision Foundation ModelsVisual In-Context Learning

  60. Pose-ICL: 3D-Aware In-Context Learning for Pose-Controllable Subject Customization

    Jun 9, 2026Xuan Han, Yihao Zhao, Mingyu You3D Generative ModelsIn-Context Learning