Few-Shot Learning

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment ACL 2026 H-RDT: Human Manipulation Enhanced Bimanual Robotic Manipulation AAAI 2026 Hybrid Neural-LLM Pipeline for Morphological Glossing in Endangered Language Documentation: A Case Study of Jungar Tuvan EACL 2026 HyCal: A Training-Free Prototype Calibration Method for Cross-Discipline Few-Shot Class-Incremental Learning CVPR 2026 Improving Generalization in Offline Meta-Reinforcement Learning via Cross-task Contexts AAAI 2026 Improving on State-of-the-Art Models for Sentiment Analysis on Saudi-English Code-Switching Text EACL 2026 InsAT: Instance-aware Semantic Alignment and Transfer from Human–Object Keypoints for Zero-to-Few-shot Action Understanding ACL 2026 Intention-Adaptive LLM Fine-Tuning for Text Revision Generation EACL 2026 Interpretable Cross-Domain Few-Shot Learning with Rectified Target-Domain Local Alignment CVPR 2026 Inverse Optimal Transport for Efficient Adaptation of Vision-Language Models AAAI 2026 Learning to Animate Images from A Few Videos to Portray Delicate Human Actions WACV 2026 Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection AAAI 2026 Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image Classification AAAI 2026 LLaVA³: Representing 3D Scenes Like a Cubist Painter to Boost 3D Scene Understanding of VLMs AAAI 2026 Making Large Language Models Speak Tulu: Structured Prompting for an Extremely Low-Resource Language EACL 2026 ManiLong-Shot: Interaction-Aware One-Shot Imitation Learning for Long-Horizon Manipulation AAAI 2026 MARS: a Multimodal Alignment and Ranking System for Few-Shot Segmentation WACV 2026 MCPTox: A Benchmark for Tool Poisoning on Real-World MCP Servers AAAI 2026 Measuring Linguistic Competence of LLMs on Indigenous Languages of the Americas EACL 2026 MedGR2: Breaking the Data Barrier for Medical Reasoning via Generative Reward Learning AAAI 2026 MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision AAAI 2026 MedSpaformer: A Transferable Transformer with Multi-Granularity Token Sparsification for Medical Time Series Classification AAAI 2026 Mendel292 at SemEval-2026 Task 4: Disentangled Narrative Embeddings for Story Similarity SemEval 2026 Mitigating the Modality Gap: Few-Shot Out-of-Distribution Detection with Multi-modal Prototypes and Image Bias Estimation WACV 2026 MPA: Multimodal Prototype Augmentation for Few-Shot Learning AAAI 2026