animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics Jun 3, 2024 Audio Classification Benchmarking
Code Code Available 5 Calibrate Before Use: Improving Few-Shot Performance of Language Models Feb 19, 2021 Few-Shot Learning
Code Code Available 5 Adversarial Feature Augmentation for Cross-domain Few-shot Classification Aug 23, 2022 Classification Cross-Domain Few-Shot
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 Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
Code Code Available 5 CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available 5 EPCL: Frozen CLIP Transformer is An Efficient Point Cloud Encoder Dec 8, 2022 Few-Shot Learning Segmentation
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 Exploring Efficient Few-shot Adaptation for Vision Transformers Jan 6, 2023 Few-Shot Learning
Code Code Available 5 Extending Context Window of Large Language Models via Semantic Compression Dec 15, 2023 Few-Shot Learning Information Retrieval
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 Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available 5 Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework Aug 27, 2021 Anomaly Detection Defect Detection
Code Code Available 5 Leveraging Hierarchical Structures for Few-Shot Musical Instrument Recognition Jul 14, 2021 Few-Shot Learning Instrument Recognition
Code Code Available 5 ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts May 24, 2022 Few-Shot Learning Language Modelling
Code Code Available 5 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available 5 Feature Generation for Long-tail Classification Nov 10, 2021 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 CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sep 7, 2023 Action Recognition Cross-Domain Few-Shot
Code Code Available 5 Consistency-guided Prompt Learning for Vision-Language Models Jun 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available 5 From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction Jan 16, 2022 Enumerative Search Few-Shot Learning
Code Code Available 5 LiST: Lite Prompted Self-training Makes Parameter-Efficient Few-shot Learners Oct 12, 2021 Few-Shot Learning In-Context Learning
Code Code Available 5 FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Mar 10, 2021 Contrastive Learning Cross-Domain Few-Shot Object Detection
Code Code Available 5 Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting Aug 18, 2021 Classifier calibration Few-Shot Learning
Code Code Available 5 Compressing Lengthy Context With UltraGist May 26, 2024 Few-Shot Learning
Code Code Available 5 Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
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 Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Federated Few-shot Learning Jun 17, 2023 Articles Federated Learning
Code Code Available 5 FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Aug 13, 2021 Data Augmentation Few-Shot Learning
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 FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Jul 15, 2021 Few-Shot Learning Machine Reading Comprehension
Code Code Available 5 Few-Shot and Continual Learning with Attentive Independent Mechanisms Jul 29, 2021 Continual Learning Few-Shot Learning
Code Code Available 5 Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning Mar 1, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Few-shot Adaptation Works with UnpredicTable Data Aug 1, 2022 Domain Adaptation Few-Shot Learning
Code Code Available 5 MAML is a Noisy Contrastive Learner in Classification Jun 29, 2021 Classification Few-Shot Learning
Code Code Available 5 Many-Class Few-Shot Learning on Multi-Granularity Class Hierarchy Jun 28, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 FLEX: Unifying Evaluation for Few-Shot NLP Jul 15, 2021 Few-Shot Learning Language Modeling
Code Code Available 5 FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Nov 22, 2024 Diagnostic Few-Shot Learning
Code Code Available 5 Few-shot bioacoustic event detection at the DCASE 2023 challenge Jun 15, 2023 Event Detection Few-Shot Learning
Code Code Available 5 Few-shot Classification via Adaptive Attention Aug 6, 2020 Classification Few-Shot Learning
Code Code Available 5 Finetune like you pretrain: Improved finetuning of zero-shot vision models Dec 1, 2022 Descriptive Few-Shot Learning
Code Code Available 5 Match Them Up: Visually Explainable Few-shot Image Classification Nov 25, 2020 Classification Few-Shot Image Classification
Code Code Available 5 Few-Shot Bot: Prompt-Based Learning for Dialogue Systems Oct 15, 2021 Chatbot Dialogue State Tracking
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 A Rationale-Centric Framework for Human-in-the-loop Machine Learning Mar 24, 2022 BIG-bench Machine Learning Few-Shot Learning
Code Code Available 5 Few-Shot Diffusion Models May 30, 2022 Denoising Few-Shot Learning
Code Code Available 5 A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition Sep 26, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available 5 Few-Shot Classification with Feature Map Reconstruction Networks Dec 2, 2020 Classification Cross-Domain Few-Shot
Code Code Available 5 