DETReg: Unsupervised Pretraining with Region Priors for Object Detection Jun 8, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available 5 Dialogue for Prompting: a Policy-Gradient-Based Discrete Prompt Generation for Few-shot Learning Aug 14, 2023 Few-Shot Learning Reinforcement Learning (RL)
Code Code Available 5 CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search Nov 3, 2020 Domain Adaptation Few-Shot Learning
Code Code Available 5 Diagnosing Infeasible Optimization Problems Using Large Language Models Aug 23, 2023 Chatbot Decision Making
Code Code Available 5 A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning Few-Shot Learning
Code Code Available 5 FETA: Towards Specializing Foundation Models for Expert Task Applications Sep 8, 2022 Domain Generalization Few-Shot Learning
Code Code Available 5 FewSAR: A Few-shot SAR Image Classification Benchmark Jun 16, 2023 Classification Few-Shot Learning
Code Code Available 5 CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors May 9, 2023 Code Generation Few-Shot Learning
Code Code Available 5 A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data Jul 20, 2020 Few-Shot Learning Multi-Task Learning
Code Code Available 5 Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Nov 4, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available 5 Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation Sep 18, 2023 Contrastive Learning Data Augmentation
Code Code Available 5 Few-shot Adaptation Works with UnpredicTable Data Aug 1, 2022 Domain Adaptation Few-Shot Learning
Code Code Available 5 Few-Shot Learning Enables Population-Scale Analysis of Leaf Traits in Populus trichocarpa Jan 24, 2023 Few-Shot Learning Plant Phenotyping
Code Code Available 5 Few-shot Natural Language Generation for Task-Oriented Dialog Feb 27, 2020 Data-to-Text Generation Few-Shot Learning
Code Code Available 5 Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models Dec 16, 2022 Few-Shot Learning Gesture Recognition
Code Code Available 5 CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training Oct 3, 2022 3D Point Cloud Classification Contrastive Learning
Code Code Available 5 FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network Jan 5, 2020 Face Swapping Few-Shot Learning
Code Code Available 5 Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences Jan 27, 2022 Clinical Knowledge Document Classification
Code Code Available 5 ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Mar 9, 2024 Few-Shot Learning Language Modeling
Code Code Available 5 CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Jan 12, 2023 3D Semantic Segmentation Contrastive Learning
Code Code Available 5 Feature Generation for Long-tail Classification Nov 10, 2021 Classification Few-Shot Learning
Code Code Available 5 Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available 5 FAPIS: A Few-shot Anchor-free Part-based Instance Segmenter Mar 31, 2021 Few-shot Instance Segmentation Few-Shot Learning
Code Code Available 5 All in One and One for All: A Simple yet Effective Method towards Cross-domain Graph Pretraining Feb 15, 2024 All Few-Shot Learning
Code Code Available 5 Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid Oct 30, 2022 Few-Shot Learning Selection bias
Code Code Available 5 Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation Jul 23, 2021 Domain Adaptation Few-Shot Learning
Code Code Available 5 Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available 5 Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Mar 1, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Explanation-Guided Training for Cross-Domain Few-Shot Classification Jul 17, 2020 Classification Cross-Domain Few-Shot
Code Code Available 5 Exploring Efficient Few-shot Adaptation for Vision Transformers Jan 6, 2023 Few-Shot Learning
Code Code Available 5 Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization Jun 19, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Example-Based Named Entity Recognition Aug 24, 2020 Few-Shot Learning named-entity-recognition
Code Code Available 5 Exploring Foundation Models Fine-Tuning for Cytology Classification Nov 22, 2024 Classification Few-Shot Learning
Code Code Available 5 Can Explanations Be Useful for Calibrating Black Box Models? Oct 14, 2021 Extractive Question-Answering Few-Shot Learning
Code Code Available 5 Evaluating Weakly Supervised Object Localization Methods Right Jan 21, 2020 Few-Shot Learning Model Selection
Code Code Available 5 ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Apr 26, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets Jul 8, 2020 Few-Shot Learning Model Selection
Code Code Available 5 CaesarNeRF: Calibrated Semantic Representation for Few-shot Generalizable Neural Rendering Nov 27, 2023 Few-Shot Learning NeRF
Code Code Available 5 3D-IDS: Doubly Disentangled Dynamic Intrusion Detection Jul 2, 2023 Disentanglement Few-Shot Learning
Code Code Available 5 Calibrate Before Use: Improving Few-Shot Performance of Language Models Feb 19, 2021 Few-Shot Learning
Code Code Available 5 CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sep 7, 2023 Action Recognition Cross-Domain Few-Shot
Code Code Available 5 Charting the Right Manifold: Manifold Mixup for Few-shot Learning Jul 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 CLARA: Multilingual Contrastive Learning for Audio Representation Acquisition Oct 18, 2023 Audio Classification Contrastive Learning
Code Code Available 5 Overcoming challenges in leveraging GANs for few-shot data augmentation Mar 30, 2022 Classification Data Augmentation
Code Code Available 5 Chameleon: A MatMul-Free Temporal Convolutional Network Accelerator for End-to-End Few-Shot and Continual Learning from Sequential Data May 30, 2025 Continual Learning Few-Shot Learning
Code Code Available 5 Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
Code Code Available 5 Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available 5 