Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-Tuning Aug 1, 2021 Denoising Few-Shot Learning
Code Code Available Meta-Generating Deep Attentive Metric for Few-shot Classification Dec 3, 2020 Classification Few-Shot Learning
Code Code Available Meta-GNN: On Few-shot Node Classification in Graph Meta-learning May 23, 2019 Few-Shot Learning General Classification
Code Code Available Dataset2Vec: Learning Dataset Meta-Features May 27, 2019 Auxiliary Learning Few-Shot Learning
Code Code Available Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot Examples Feb 23, 2024 Dataset Generation Decoder
Code Code Available Data-Efficient Language Shaped Few-shot Image Classification Nov 1, 2021 Classification Few-Shot Image Classification
Code Code Available Rethinking Skill Extraction in the Job Market Domain using Large Language Models Feb 6, 2024 Few-Shot Learning In-Context Learning
Code Code Available MetaKernel: Learning Variational Random Features with Limited Labels May 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Transductive Few-Shot Classification on the Oblique Manifold Aug 9, 2021 Classification Few-Shot Learning
Code Code Available Data-Efficient Classification of Radio Galaxies Nov 26, 2020 Classification Few-Shot Learning
Code Code Available BRUNO: A Deep Recurrent Model for Exchangeable Data Feb 21, 2018 Anomaly Detection Bayesian Inference
Code Code Available Meta-learning algorithms for Few-Shot Computer Vision Sep 30, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Bringing Masked Autoencoders Explicit Contrastive Properties for Point Cloud Self-Supervised Learning Jul 8, 2024 Contrastive Learning Data Augmentation
Code Code Available The Role of Data Curation in Image Captioning May 5, 2023 Few-Shot Learning Image Captioning
Code Code Available SynthDST: Synthetic Data is All You Need for Few-Shot Dialog State Tracking Feb 3, 2024 All dialog state tracking
Code Code Available Meta-learning for Classifying Previously Unseen Data Source into Previously Unseen Emotional Categories Aug 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available Meta-Learning for Fast Cross-Lingual Adaptation in Dependency Parsing Apr 10, 2021 Dependency Parsing Few-Shot Learning
Code Code Available An Investigation of Few-Shot Learning in Spoken Term Classification Dec 26, 2018 Few-Shot Learning General Classification
Code Code Available Are LSTMs Good Few-Shot Learners? Oct 22, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Data Augmentation Generative Adversarial Networks Nov 12, 2017 Data Augmentation Few-Shot Learning
Code Code Available Are Large Language Models Robust Coreference Resolvers? May 23, 2023 coreference-resolution Coreference Resolution
Code Code Available APT: Architectural Planning and Text-to-Blueprint Construction Using Large Language Models for Open-World Agents Nov 26, 2024 Few-Shot Learning Large Language Model
Code Code Available Meta-Learning Initializations for Image Segmentation Dec 13, 2019 Bayesian Optimization Few-Shot Image Classification
Code Code Available Improving Meta-Learning Generalization with Activation-Based Early-Stopping Aug 3, 2022 Few-Shot Learning Meta-Learning
Code Code Available Improving Generalization in Meta-Learning via Meta-Gradient Augmentation Jun 14, 2023 Few-Shot Learning Memorization
Code Code Available Bootstrapped Meta-Learning Sep 9, 2021 Efficient Exploration Few-Shot Learning
Code Code Available DAMSL: Domain Agnostic Meta Score-based Learning Jun 6, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Improving generalization in large language models by learning prefix subspaces Oct 24, 2023 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available A Primal-Dual Subgradient Approachfor Fair Meta Learning Sep 26, 2020 Fairness Few-Shot Learning
Code Code Available Meta-Learning Probabilistic Inference For Prediction May 24, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification Aug 22, 2019 Few-Shot Learning Few-Shot Text Classification
Code Code Available Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning Apr 2, 2023 Few-Shot Learning Inductive Learning
Code Code Available When Does Self-supervision Improve Few-shot Learning? Oct 8, 2019 Few-Shot Learning Meta-Learning
Code Code Available Improved Visually Prompted Keyword Localisation in Real Low-Resource Settings Sep 9, 2024 Few-Shot Learning
Code Code Available Improved transferability of self-supervised learning models through batch normalization finetuning Aug 15, 2024 Classification Few-Shot Learning
Code Code Available Meta-Learning with Adaptive Weighted Loss for Imbalanced Cold-Start Recommendation Feb 28, 2023 Few-Shot Learning Meta-Learning
Code Code Available Images in Language Space: Exploring the Suitability of Large Language Models for Vision & Language Tasks May 23, 2023 Few-Shot Learning Language Modeling
Code Code Available Identifying Misinformation on YouTube through Transcript Contextual Analysis with Transformer Models Jul 22, 2023 Articles Classification
Code Code Available IDD: A Dataset for Exploring Problems of Autonomous Navigation in Unconstrained Environments Nov 26, 2018 Autonomous Navigation Domain Adaptation
Code Code Available Revisiting Automated Prompting: Are We Actually Doing Better? Apr 7, 2023 Few-Shot Learning
Code Code Available Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection Oct 25, 2019 Event Detection Event Extraction
Code Code Available HyperPlanes: Hypernetwork Approach to Rapid NeRF Adaptation Feb 2, 2024 Few-Shot Learning NeRF
Code Code Available HRKD: Hierarchical Relational Knowledge Distillation for Cross-domain Language Model Compression Oct 16, 2021 Few-Shot Learning Knowledge Distillation
Code Code Available Execution-Based Evaluation of Natural Language to Bash and PowerShell for Incident Remediation May 10, 2024 Code Generation Few-Shot Learning
Code Code Available CrossMoCo: Multi-modal Momentum Contrastive Learning for Point Cloud Jun 8, 2023 3D Object Classification 3D Point Cloud Classification
Code Code Available Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion Sep 25, 2019 Few-Shot Learning Knowledge Graph Completion
Code Code Available HQP: A Human-Annotated Dataset for Detecting Online Propaganda Apr 28, 2023 Few-Shot Learning Propaganda detection
Code Code Available Meta-Learning with Versatile Loss Geometries for Fast Adaptation Using Mirror Descent Dec 20, 2023 Few-Shot Learning Meta-Learning
Code Code Available Meta-Learning with Warped Gradient Descent Aug 30, 2019 Few-Shot Learning Inductive Bias
Code Code Available Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation for Classification Oct 14, 2024 Data Augmentation Few-Shot Learning
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