Few-Shot Learning

Multi-Expert Distillation for Few-Shot Coordination (Student Abstract) AAAI 2024 Multilingual Fine-Grained News Headline Hallucination Detection EMNLP 2024 Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer CVPR 2024 Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping CVPR 2024 Multimodal Prompt Perceiver: Empower Adaptiveness Generalizability and Fidelity for All-in-One Image Restoration CVPR 2024 Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning NeurIPS 2024 Natural Language Decomposition and Interpretation of Complex Utterances IJCAI 2024 NLP at UC Santa Cruz at SemEval-2024 Task 5: Legal Answer Validation using Few-Shot Multi-Choice QA SemEval 2024 NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data EMNLP 2024 OctoPack: Instruction Tuning Code Large Language Models ICLR 2024 One-Prompt to Segment All Medical Images CVPR 2024 One-Shot Imitation Learning with Invariance Matching for Robotic Manipulation RSS 2024 One-Shot Learning as Instruction Data Prospector for Large Language Models ACL 2024 One-Shot Prompt for Language Variety Identification NAACL 2024 One-to-Normal: Anomaly Personalization for Few-shot Anomaly Detection NeurIPS 2024 On Scaling Up a Multilingual Vision and Language Model CVPR 2024 On Sensitivity of Learning with Limited Labelled Data to the Effects of Randomness: Impact of Interactions and Systematic Choices EMNLP 2024 On task-relevant loss functions in meta-reinforcement learning L4DC 2024 Ontologically Faithful Generation of Non-Player Character Dialogues EMNLP 2024 OpenT2T: An Open-Source Toolkit for Table-to-Text Generation EMNLP 2024 OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning CVPR 2024 Overview of #SMM4H 2024 – Task 2: Cross-Lingual Few-Shot Relation Extraction for Pharmacovigilance in French, German, and Japanese ACL 2024 PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction IJCAI 2024 PACIT: Unlocking the Power of Examples for Better In-Context Instruction Tuning ACL 2024 ParsNets: A Parsimonious Composition of Orthogonal and Low-Rank Linear Networks for Zero-Shot Learning IJCAI 2024