From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction Jan 16, 2022 Enumerative Search Few-Shot Learning
Code Code Available UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Jan 16, 2022 Few-Shot Learning Question Answering
Code Code Available Towards Sample-efficient Overparameterized Meta-learning Jan 16, 2022 Few-Shot Learning Inductive Bias
Code Code Available Multi-level Second-order Few-shot Learning Jan 15, 2022 Action Recognition Few-Shot action recognition
Code Code Available Learning from One and Only One Shot Jan 14, 2022 Few-Shot Learning
— Unverified Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning Jan 13, 2022 Active Learning continual few-shot learning
— Unverified HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning Jan 11, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Resolving Camera Position for a Practical Application of Gaze Estimation on Edge Devices Jan 9, 2022 Few-Shot Learning Gaze Estimation
Code Code Available Semantics-driven Attentive Few-shot Learning over Clean and Noisy Samples Jan 9, 2022 Few-Shot Learning
Code Code Available Budget-aware Few-shot Learning via Graph Convolutional Network Jan 7, 2022 Few-Shot Learning Informativeness
— Unverified Semi-Supervised Few-Shot Learning via Multi-Factor Clustering Jan 1, 2022 Clustering Data Augmentation
Code Code Available EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning Jan 1, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Few-Shot Incremental Learning for Label-to-Image Translation Jan 1, 2022 Few-Shot Learning Incremental Learning
— Unverified Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer Jan 1, 2022 Contrastive Learning Cross-Domain Few-Shot
— Unverified Rethinking Video Anomaly Detection - A Continual Learning Approach Jan 1, 2022 Anomaly Detection Continual Learning
— Unverified A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human Level Dec 31, 2021 Few-Shot Learning Language Modelling
Code Code Available On the Role of Neural Collapse in Transfer Learning Dec 30, 2021 Clustering Few-Shot Learning
— Unverified Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking Dec 28, 2021 Continual Learning Few-Shot Learning
Code Code Available Associative Adversarial Learning Based on Selective Attack Dec 28, 2021 Adversarial Robustness Few-Shot Learning
— Unverified PriFit: Learning to Fit Primitives Improves Few Shot Point Cloud Segmentation Dec 27, 2021 Few-Shot Learning Point Cloud Segmentation
Code Code Available Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains Dec 27, 2021 Classification Few-Shot Learning
— Unverified N-Omniglot, a large-scale neuromorphic dataset for spatio-temporal sparse few-shot learning Dec 25, 2021 Few-Shot Learning Meta-Learning
Code Code Available The Curse of Zero Task Diversity: On the Failure of Transfer Learning to Outperform MAML and their Empirical Equivalence Dec 24, 2021 Diversity Few-Shot Learning
— Unverified Does MAML Only Work via Feature Re-use? A Data Centric Perspective Dec 24, 2021 Few-Shot Learning Meta-Learning
Code Code Available 3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Naïve Dec 23, 2021 Action Recognition Dynamic Time Warping
— Unverified Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction Dec 23, 2021 3D Reconstruction Few-Shot Learning
— Unverified DA-FDFtNet: Dual Attention Fake Detection Fine-tuning Network to Detect Various AI-Generated Fake Images Dec 22, 2021 Few-Shot Learning
— Unverified Few-shot Learning with Multilingual Language Models Dec 20, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey Dec 18, 2021 Data Augmentation Few-Shot Learning
— Unverified Semantic-Based Few-Shot Learning by Interactive Psychometric Testing Dec 16, 2021 Few-Shot Learning
— Unverified Bioacoustic Event Detection with prototypical networks and data augmentation Dec 16, 2021 Data Augmentation Event Detection
— Unverified Hierarchical Variational Memory for Few-shot Learning Across Domains Dec 15, 2021 Few-Shot Learning Variational Inference
Code Code Available Few-shot Multi-hop Question Answering over Knowledge Base Dec 14, 2021 Few-Shot Learning Knowledge Base Question Answering
— Unverified Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent Detection Dec 14, 2021 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Shaping Visual Representations with Attributes for Few-Shot Recognition Dec 13, 2021 Attribute Few-Shot Learning
Code Code Available Hybrid Graph Neural Networks for Few-Shot Learning Dec 13, 2021 Few-Shot Learning
— Unverified Learning from the Tangram to Solve Mini Visual Tasks Dec 12, 2021 Few-Shot Learning
Code Code Available Anomaly Crossing: New Horizons for Video Anomaly Detection as Cross-domain Few-shot Learning Dec 12, 2021 Anomaly Detection Cross-Domain Few-Shot
— Unverified Which images to label for few-shot medical landmark detection? Dec 7, 2021 Few-Shot Learning
— Unverified Few-Shot Image Classification Along Sparse Graphs Dec 7, 2021 Classification Few-Shot Image Classification
— Unverified Learning Instance and Task-Aware Dynamic Kernels for Few Shot Learning Dec 7, 2021 Few-Shot Learning Novel Concepts
Code Code Available Label Hallucination for Few-Shot Classification Dec 6, 2021 Classification Few-Shot Learning
Code Code Available DemoGrasp: Few-Shot Learning for Robotic Grasping with Human Demonstration Dec 6, 2021 Few-Shot Learning Human-Object Interaction Detection
— Unverified A Survey of Deep Learning for Low-Shot Object Detection Dec 6, 2021 Deep Learning Few-Shot Learning
— Unverified PointCLIP: Point Cloud Understanding by CLIP Dec 4, 2021 3D Open-Vocabulary Instance Segmentation Few-Shot Learning
Code Code Available Linear algebra with transformers Dec 3, 2021 Automated Theorem Proving Few-Shot Learning
Code Code Available CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available Adaptive Poincaré Point to Set Distance for Few-Shot Classification Dec 3, 2021 Few-Shot Learning
— Unverified A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Dec 3, 2021 Active Learning Deep Learning
Code Code Available 