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Zero-Shot Learning

3043 directly classified papers

Papers per year

Papers

General and Domain-Specific Zero-shot Detection of Generated Images via Conditional Likelihood WACV 2026

Do LLM hallucination detectors suffer from low-resource effect? EACL 2026

Bridging Attribution and Open-Set Detection using Graph-Augmented Instance Learning in Synthetic Speech EACL 2026

Zero-shot Hierarchical Plant Segmentation via Foundation Segmentation Models and Text-to-image Attention WACV 2026

Enhancing Vision Language Corruption Robustness using Cross-Distribution & Prompted Denoisers WACV 2026

MUSE: Model-based Uncertainty-aware Similarity Estimation for zero-shot 2D Object Detection and Segmentation WACV 2026

Towards Egocentric 3D Hand Pose Estimation in Unseen Domains WACV 2026

Modulating Multi-Label Tendency in Zero-Shot LLM Coding: The Effect of Output Structure on CDSS Feedback Analysis EACL 2026

Modality and Task Adaptation for Enhanced Zero-shot Composed Image Retrieval AAAI 2026

Detecting (Un)answerability in Large Language Models with Linear Directions EACL 2026

Dynamics-Aware Planning Representation for Zero-Shot Reinforcement Learning (Student Abstract) AAAI 2026

Network Inversion for Uncertainty-Aware Out-of-Distribution Detection (Student Abstract) AAAI 2026

TactGen: Tactile Sensory Data Generation via Zero-Shot Sim-to-Real Transfer (Abstract Reprint) AAAI 2026

MHB: Medical Hallucination Benchmark for Large Language Models in Complex Clinical Tasks AAAI 2026

GREAT: Generalizable Representation Enhancement via Auxiliary Transformations for Zero-Shot Environmental Prediction AAAI 2026

HalluClean: A Unified Framework to Combat Hallucinations in LLMs AAAI 2026

Learning to Generate and Extract: A Multi-Agent Collaboration Framework for Zero-Shot Document-Level Event Arguments Extraction AAAI 2026

MSME: A Multi-Stage Multi-Expert Framework for Zero-Shot Stance Detection AAAI 2026

RecToM: A Benchmark for Evaluating Machine Theory of Mind in LLM-based Conversational Recommender Systems AAAI 2026

A Boundary Token Graph for Zero-Shot Relation Triplet Extraction Involving Discontinuous Entities AAAI 2026

iMAD: Intelligent Multi-Agent Debate for Efficient and Accurate LLM Inference AAAI 2026

A Reasoning Paradigm for Named Entity Recognition AAAI 2026

Leveraging Failed Samples: A Few-Shot and Training-Free Framework for Generalized Deepfake Detection AAAI 2026

Synthetic Forgetting Without Access: A Few-Shot Zero-Glance Framework for Machine Unlearning AAAI 2026

TIMA: Text-Image Mutual Awareness for Balancing Zero-Shot Adversarial Robustness and Generalization Ability AAAI 2026