Zero-Shot Learning

Seeing and Knowing in the Wild: Open-domain Visual Entity Recognition with Large-scale Knowledge Graphs via Contrastive Learning AAAI 2026 Sparse3DPR: Training-Free 3D Hierarchical Scene Parsing and Task-Adaptive Subgraph Reasoning from Sparse RGB Views AAAI 2026 SteerMusic: Enhanced Musical Consistency for Zero-shot Text-Guided and Personalized Music Editing AAAI 2026 SUGAR: Learning Skeleton Representation with Visual-Motion Knowledge for Action Recognition AAAI 2026 Synthetic Forgetting Without Access: A Few-Shot Zero-Glance Framework for Machine Unlearning AAAI 2026 TactGen: Tactile Sensory Data Generation via Zero-Shot Sim-to-Real Transfer (Abstract Reprint) AAAI 2026 Test-Time Preference Optimization for Image Restoration AAAI 2026 Text Classification Under Class Distribution Shift: A Survey EACL 2026 The Devil is in the Distributions: Explicit Modeling of Scene Content is Key in Zero-Shot Video Captioning EACL 2026 TIMA: Text-Image Mutual Awareness for Balancing Zero-Shot Adversarial Robustness and Generalization Ability AAAI 2026 Topology-Inspired Backward-Free Framework for Test-Time Adaptation in Medical Detection AAAI 2026 TOSC: Task-Oriented Shape Completion for Open-World Dexterous Grasp Generation from Partial Point Clouds AAAI 2026 Towards Egocentric 3D Hand Pose Estimation in Unseen Domains WACV 2026 Towards Zero-Shot Diabetic Retinopathy Grading: Learning Generalized Knowledge via Prompt-Driven Matching and Emulating AAAI 2026 Training-Free Spatio-temporal Decoupled Reasoning Video Segmentation with Adaptive Object Memory AAAI 2026 Training-Free Text Emotion Tagging via LLM-Based Best-Worst Scaling EACL 2026 T-Rex-Omni: Integrating Negative Visual Prompt in Generic Object Detection AAAI 2026 UVLM: Benchmarking Video Language Model for Underwater World Understanding AAAI 2026 Value-Aligned Prompt Moderation via Zero-Shot Agentic Rewriting for Safe Image Generation AAAI 2026 View-on-Graph: Zero-Shot 3D Visual Grounding via Vision-Language Reasoning on Scene Graphs AAAI 2026 Visual Bridge: Universal Visual Perception Representations Generating AAAI 2026 What to Trust? A Trust-aware Knowledge-guided Method for Zero-shot Object State Understanding in Videos AAAI 2026 xMHashSeg: Cross-modal Hash Learning for Training-free Unsupervised LiDAR Semantic Segmentation AAAI 2026 Zero-Shot Coreset Selection via Iterative Subspace Sampling WACV 2026 Zero-Shot Domain Generalisation via Prompt-Driven Feature Refinement WACV 2026