Few-Shot Learning

Skill-Based Few-Shot Selection for In-Context Learning EMNLP 2023 SMAE: Few-Shot Learning for HDR Deghosting With Saturation-Aware Masked Autoencoders CVPR 2023 Smoothness Similarity Regularization for Few-Shot GAN Adaptation ICCV 2023 SparseNeRF: Distilling Depth Ranking for Few-shot Novel View Synthesis ICCV 2023 SpatialFormer: Semantic and Target Aware Attentions for Few-Shot Learning AAAI 2023 SQLPrompt: In-Context Text-to-SQL with Minimal Labeled Data EMNLP 2023 Stabilized In-Context Learning with Pre-trained Language Models for Few Shot Dialogue State Tracking EACL 2023 Stabilize to Act: Learning to Coordinate for Bimanual Manipulation CoRL 2023 StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical Understanding EMNLP 2023 StoryWars: A Dataset and Instruction Tuning Baselines for Collaborative Story Understanding and Generation ACL 2023 STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables ICLR 2023 StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning CVPR 2023 SummEdits: Measuring LLM Ability at Factual Reasoning Through The Lens of Summarization EMNLP 2023 SummQA at MEDIQA-Chat 2023: In-Context Learning with GPT-4 for Medical Summarization ACL 2023 Symbol tuning improves in-context learning in language models EMNLP 2023 TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding EMNLP 2023 Tactile-Filter: Interactive Tactile Perception for Part Mating RSS 2023 TART: A plug-and-play Transformer module for task-agnostic reasoning NeurIPS 2023 Task-adaptive Label Dependency Transfer for Few-shot Named Entity Recognition ACL 2023 Task-Level Thinking Steps Help Large Language Models for Challenging Classification Task EMNLP 2023 Taxonomy Expansion for Named Entity Recognition EMNLP 2023 TCE at Qur’an QA 2023 Shared Task: Low Resource Enhanced Transformer-based Ensemble Approach for Qur’anic QA EMNLP 2023 Teach a Robot to FISH: Versatile Imitation from One Minute of Demonstrations RSS 2023 Team CentreBack at BLP-2023 Task 1: Analyzing performance of different machine-learning based methods for detecting violence-inciting texts in Bangla EMNLP 2023 TEMPERA: Test-Time Prompt Editing via Reinforcement Learning ICLR 2023