Zero-Shot Learning

Memory Matters: Boosting Training-Free Zero-Shot Temporal Action Localization with a Learnable Lookup Table CVPR 2026 MHB: Medical Hallucination Benchmark for Large Language Models in Complex Clinical Tasks AAAI 2026 MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation AAAI 2026 Modality and Task Adaptation for Enhanced Zero-shot Composed Image Retrieval AAAI 2026 Modulating Multi-Label Tendency in Zero-Shot LLM Coding: The Effect of Output Structure on CDSS Feedback Analysis EACL 2026 MorphoFiltered-Gemini at MWE-2026 PARSEME 2.0 Subtask 1: Tackling LLM Overgeneration via Universal POS-based Constraints EACL 2026 MSME: A Multi-Stage Multi-Expert Framework for Zero-Shot Stance Detection AAAI 2026 MUSE: Model-based Uncertainty-aware Similarity Estimation for zero-shot 2D Object Detection and Segmentation WACV 2026 Negative Entity Suppression for Zero-Shot Captioning with Synthetic Images AAAI 2026 Network Inversion for Uncertainty-Aware Out-of-Distribution Detection (Student Abstract) AAAI 2026 Not Just What’s There: Enabling CLIP to Comprehend Negated Visual Descriptions Without Fine-Tuning AAAI 2026 OAD-Promoter: Enhancing Zero-Shot VQA Using Large Language Models with Object Attribute Description AAAI 2026 OFL-SAM2: Prompt SAM2 with Online Few-shot Learner for Efficient Medical Image Segmentation AAAI 2026 Online Polarization Detection in Persian (Farsi) Social Media EACL 2026 OpenCowID: Zero-Shot Visual Identification of Dairy Cows WACV 2026 Open-World Deepfake Attribution via Confidence-Aware Asymmetric Learning AAAI 2026 Otter: Mitigating Background Distractions of Wide-Angle Few-Shot Action Recognition with Enhanced RWKV AAAI 2026 OW-Rep: Open World Object Detection with Instance Representation Learning WACV 2026 PDV: Prompt Directional Vectors for Zero-shot Composed Image Retrieval WACV 2026 Persona-driven Simulation of Voting Behavior in the European Parliament with Large Language Models EACL 2026 Plot’n Polish: Zero-Shot Story Visualization and Disentangled Editing with Text-to-Image Diffusion Models AAAI 2026 PromptMoE: Generalizable Zero-Shot Anomaly Detection via Visually-Guided Prompt Mixtures AAAI 2026 Real-Time Path Planning for UAVs in Windy Environments Without Computational Fluid Dynamics AAAI 2026 RecToM: A Benchmark for Evaluating Machine Theory of Mind in LLM-based Conversational Recommender Systems AAAI 2026 SAM2-OV: A Novel Detection-Only Tuning Paradigm for Open-Vocabulary Multi-Object Tracking AAAI 2026