ODOR: The ICPR2022 ODeuropa Challenge on Olfactory Object Recognition Jan 24, 2023 Domain Adaptation Few-Shot Learning
— Unverified Few-Shot Learning Enables Population-Scale Analysis of Leaf Traits in Populus trichocarpa Jan 24, 2023 Few-Shot Learning Plant Phenotyping
Code Code Available Open-Set Likelihood Maximization for Few-Shot Learning Jan 20, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available AI of Brain and Cognitive Sciences: From the Perspective of First Principles Jan 20, 2023 Few-Shot Learning image-classification
— Unverified Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning Jan 19, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Concept Discovery for Fast Adapatation Jan 19, 2023 Few-Shot Learning Meta-Learning
— Unverified Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models Jan 16, 2023 Audio Classification Few-Shot Learning
Code Code Available CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Jan 12, 2023 3D Semantic Segmentation Contrastive Learning
Code Code Available See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning Jan 12, 2023 Few-Shot Learning Image Captioning
Code Code Available Continual HyperTransformer: A Meta-Learner for Continual Few-Shot Learning Jan 11, 2023 class-incremental learning Class Incremental Learning
— Unverified Few-shot Learning for Cross-Target Stance Detection by Aggregating Multimodal Embeddings Jan 11, 2023 Few-Shot Learning Stance Detection
— Unverified Exploring Efficient Few-shot Adaptation for Vision Transformers Jan 6, 2023 Few-Shot Learning
Code Code Available L-HYDRA: Multi-Head Physics-Informed Neural Networks Jan 5, 2023 Few-Shot Learning Meta-Learning
Code Code Available High-level semantic feature matters few-shot unsupervised domain adaptation Jan 5, 2023 Domain Adaptation Few-Shot Learning
— Unverified Task Weighting in Meta-learning with Trajectory Optimisation Jan 4, 2023 Few-Shot Learning Meta-Learning
— Unverified A Theory of Human-Like Few-Shot Learning Jan 3, 2023 Common Sense Reasoning Few-Shot Learning
— Unverified A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge Jan 3, 2023 Few-Shot Learning Graph Representation Learning
— Unverified P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot Classification Jan 2, 2023 Classification Few-Shot Learning
Code Code Available Task-aware Adaptive Learning for Cross-domain Few-shot Learning Jan 1, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm Jan 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available Frequency Guidance Matters in Few-Shot Learning Jan 1, 2023 Few-Shot Learning Metric Learning
— Unverified Few-shot Continual Infomax Learning Jan 1, 2023 Continual Learning Few-Shot Learning
— Unverified Revisiting Prototypical Network for Cross Domain Few-Shot Learning Jan 1, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Bi-Level Meta-Learning for Few-Shot Domain Generalization Jan 1, 2023 Domain Generalization Few-Shot Learning
— Unverified Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization Jan 1, 2023 Few-Shot Learning
— Unverified ViewNet: A Novel Projection-Based Backbone With View Pooling for Few-Shot Point Cloud Classification Jan 1, 2023 Descriptive Few-Shot Learning
Code Code Available GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task Jan 1, 2023 class-incremental learning Class Incremental Learning
— Unverified Unleashing the Power of Shared Label Structures for Human Activity Recognition Jan 1, 2023 Activity Recognition Decoder
— Unverified Hungry Hungry Hippos: Towards Language Modeling with State Space Models Dec 28, 2022 8k Coreference Resolution
Code Code Available Generalization Bounds for Few-Shot Transfer Learning with Pretrained Classifiers Dec 23, 2022 Few-Shot Learning Generalization Bounds
— Unverified Few-shot human motion prediction for heterogeneous sensors Dec 22, 2022 Few-Shot Learning Human motion prediction
Code Code Available Robust Meta-Representation Learning via Global Label Inference and Classification Dec 22, 2022 Few-Shot Learning Meta-Learning
Code Code Available OpineSum: Entailment-based self-training for abstractive opinion summarization Dec 21, 2022 Abstractive Text Summarization Articles
— Unverified JASMINE: Arabic GPT Models for Few-Shot Learning Dec 21, 2022 Few-Shot Learning
— Unverified Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning Dec 21, 2022 Few-Shot Learning Language Modelling
— Unverified In-context Learning Distillation: Transferring Few-shot Learning Ability of Pre-trained Language Models Dec 20, 2022 Few-Shot Learning In-Context Learning
— Unverified Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations Dec 19, 2022 Few-Shot Learning In-Context Learning
Code Code Available Human in the loop: How to effectively create coherent topics by manually labeling only a few documents per class Dec 19, 2022 Document Classification Few-Shot Learning
— Unverified A Comparative Study on Textual Saliency of Styles from Eye Tracking, Annotations, and Language Models Dec 19, 2022 Few-Shot Learning
Code Code Available Large Language Models are Better Reasoners with Self-Verification Dec 19, 2022 Arithmetic Reasoning Common Sense Reasoning
Code Code Available FewFedWeight: Few-shot Federated Learning Framework across Multiple NLP Tasks Dec 16, 2022 Federated Learning Few-Shot Learning
— Unverified Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models Dec 16, 2022 Few-Shot Learning Gesture Recognition
Code Code Available Check-worthy Claim Detection across Topics for Automated Fact-checking Dec 16, 2022 Data Augmentation Fact Checking
— Unverified ALERT: Adapting Language Models to Reasoning Tasks Dec 16, 2022 Few-Shot Learning Language Modeling
— Unverified Multi-task Learning for Cross-Lingual Sentiment Analysis Dec 14, 2022 Articles Few-Shot Learning
Code Code Available A Statistical Model for Predicting Generalization in Few-Shot Classification Dec 13, 2022 Few-Shot Learning
Code Code Available Technical Report -- Competition Solution for Prompt Tuning using Pretrained Language Model Dec 13, 2022 Few-Shot Learning Language Modeling
— Unverified Localized Latent Updates for Fine-Tuning Vision-Language Models Dec 13, 2022 Few-Shot Learning
— Unverified Federated Few-Shot Learning for Mobile NLP Dec 12, 2022 Few-Shot Learning Privacy Preserving
Code Code Available 