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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Towards LLM-driven Dialogue State Tracking EMNLP 2023
Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning EMNLP 2023
Let’s Think Frame by Frame with VIP: A Video Infilling and Prediction Dataset for Evaluating Video Chain-of-Thought EMNLP 2023
Images in Language Space: Exploring the Suitability of Large Language Models for Vision & Language Tasks ACL 2023
MixPAVE: Mix-Prompt Tuning for Few-shot Product Attribute Value Extraction ACL 2023
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning With Multimodal Models CVPR 2023
MTCue: Learning Zero-Shot Control of Extra-Textual Attributes by Leveraging Unstructured Context in Neural Machine Translation ACL 2023
What In-Context Learning “Learns” In-Context: Disentangling Task Recognition and Task Learning ACL 2023
Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation ACL 2023
With Prejudice to None: A Few-Shot, Multilingual Transfer Learning Approach to Detect Social Bias in Low Resource Languages ACL 2023
DMN4: Few-Shot Learning via Discriminative Mutual Nearest Neighbor Neural Network AAAI 2022
Fast inference and transfer of compositional task structures for few-shot task generalization UAI 2022
CATrans: Context and Affinity Transformer for Few-Shot Segmentation IJCAI 2022
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022
Better Embedding and More Shots for Few-shot Learning IJCAI 2022
Hyperbolic Knowledge Transfer with Class Hierarchy for Few-Shot Learning IJCAI 2022
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation IJCAI 2022
Long-Short Term Cross-Transformer in Compressed Domain for Few-Shot Video Classification IJCAI 2022
Iterative Few-shot Semantic Segmentation from Image Label Text IJCAI 2022
Few-Shot Adaptation of Pre-Trained Networks for Domain Shift IJCAI 2022
MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning IJCAI 2022
Mutual Information Constraints for Monte-Carlo Objectives to Prevent Posterior Collapse Especially in Language Modelling JMLR 2022
Active Few-Shot Learning for Sound Event Detection INTERSPEECH 2022
AdaVocoder: Adaptive Vocoder for Custom Voice INTERSPEECH 2022
Few Shot Cross-Lingual TTS Using Transferable Phoneme Embedding INTERSPEECH 2022