SigNet: A Novel Deep Learning Framework for Radio Signal Classification Oct 28, 2020 Classification Deep Learning
— Unverified Malicious Requests Detection with Improved Bidirectional Long Short-term Memory Neural Networks Oct 26, 2020 Few-Shot Learning Metric Learning
— Unverified Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Oct 25, 2020 Few-Shot Learning Goal-Oriented Dialog
Code Code Available Few-shot Decoding of Brain Activation Maps Oct 23, 2020 Few-Shot Learning Meta-Learning
Code Code Available Restoring Negative Information in Few-Shot Object Detection Oct 22, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available Task-Adaptive Feature Transformer for Few-Shot Segmentation Oct 22, 2020 Few-Shot Learning Segmentation
— Unverified Few-shot Image Recognition with Manifolds Oct 22, 2020 Few-Shot Learning Privacy Preserving
— Unverified Learning to Learn Variational Semantic Memory Oct 20, 2020 Few-Shot Learning General Knowledge
Code Code Available Directed Variational Cross-encoder Network for Few-shot Multi-image Co-segmentation Oct 17, 2020 Decoder Few-Shot Learning
— Unverified On the Utility of Active Instance Selection for Few-Shot Learning Oct 16, 2020 Active Learning Few-Shot Learning
— Unverified Training Data Generating Networks: Shape Reconstruction via Bi-level Optimization Oct 16, 2020 3D Shape Reconstruction 3D Shape Representation
— Unverified ALPaCA vs. GP-based Prior Learning: A Comparison between two Bayesian Meta-Learning Algorithms Oct 15, 2020 Few-Shot Learning Meta-Learning
Code Code Available Self-training for Few-shot Transfer Across Extreme Task Differences Oct 15, 2020 Few-Shot Learning Transfer Learning
Code Code Available Theoretical bounds on estimation error for meta-learning Oct 14, 2020 Few-Shot Learning Meta-Learning
— Unverified Function Contrastive Learning of Transferable Meta-Representations Oct 14, 2020 Contrastive Learning Decoder
— Unverified Few-shot Action Recognition with Implicit Temporal Alignment and Pair Similarity Optimization Oct 13, 2020 Action Recognition Few-Shot action recognition
— Unverified The Tatoeba Translation Challenge -- Realistic Data Sets for Low Resource and Multilingual MT Oct 13, 2020 Few-Shot Learning Machine Translation
Code Code Available Cross-Domain Few-Shot Learning by Representation Fusion Oct 13, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models Oct 12, 2020 Few-Shot Learning Sentence
— Unverified Few-shot Learning for Multi-label Intent Detection Oct 11, 2020 Few-Shot Learning Intent Detection
— Unverified Addressing the Real-world Class Imbalance Problem in Dermatology Oct 9, 2020 Benchmarking Few-Shot Learning
— Unverified Few-shot Learning for Spatial Regression Oct 9, 2020 Few-Shot Learning Gaussian Processes
— Unverified Uncertainty-Aware Few-Shot Image Classification Oct 9, 2020 Classification Few-Shot Image Classification
— Unverified Learning Clusterable Visual Features for Zero-Shot Recognition Oct 7, 2020 Classification Few-Shot Learning
— Unverified Dynamic Semantic Matching and Aggregation Network for Few-shot Intent Detection Oct 6, 2020 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Shot in the Dark: Few-Shot Learning with No Base-Class Labels Oct 6, 2020 Few-Shot Learning Inductive Bias
— Unverified Representation learning from videos in-the-wild: An object-centric approach Oct 6, 2020 Few-Shot Learning Object
— Unverified Improving Few-Shot Learning through Multi-task Representation Learning Theory Oct 5, 2020 Continual Learning Few-Shot Learning
Code Code Available Self-training Improves Pre-training for Natural Language Understanding Oct 5, 2020 Data Augmentation Few-Shot Learning
Code Code Available Unknown Presentation Attack Detection against Rational Attackers Oct 4, 2020 Few-Shot Learning
— Unverified Data-Efficient Pretraining via Contrastive Self-Supervision Oct 2, 2020 Fairness Few-Shot Learning
— Unverified Cross-Lingual Transfer Learning for Complex Word Identification Oct 2, 2020 Complex Word Identification Cross-Lingual Transfer
— Unverified IsOBS: An Information System for Oracle Bone Script Oct 1, 2020 Few-Shot Learning Retrieval
— Unverified Few-shot Learning for Time-series Forecasting Sep 30, 2020 Few-Shot Learning Time Series
— Unverified MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization Sep 29, 2020 Few-Shot Learning Meta-Learning
— Unverified Message Passing Neural Processes Sep 29, 2020 Few-Shot Learning
— Unverified Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations Sep 29, 2020 Adversarial Attack Bilevel Optimization
— Unverified Self-Supervised Few-Shot Learning on Point Clouds Sep 29, 2020 Few-Shot 3D Point Cloud Classification Few-Shot Learning
Code Code Available Function Contrastive Learning of Transferable Representations Sep 28, 2020 Contrastive Learning Few-Shot Learning
— Unverified Self-supervised Contrastive Zero to Few-shot Learning from Small, Long-tailed Text data Sep 28, 2020 Few-Shot Learning Multi Label Text Classification
— Unverified Non-greedy Gradient-based Hyperparameter Optimization Over Long Horizons Sep 28, 2020 Few-Shot Learning Hyperparameter Optimization
— Unverified Improving Few-Shot Visual Classification with Unlabelled Examples Sep 28, 2020 Classification Clustering
— Unverified Putting Theory to Work: From Learning Bounds to Meta-Learning Algorithms Sep 28, 2020 Few-Shot Learning Learning Theory
— Unverified Sense and Learn: Self-Supervision for Omnipresent Sensors Sep 28, 2020 Continual Learning Few-Shot Learning
— Unverified Interventional Few-Shot Learning Sep 28, 2020 Few-Shot Learning Meta-Learning
Code Code Available A Primal-Dual Subgradient Approachfor Fair Meta Learning Sep 26, 2020 Fairness Few-Shot Learning
Code Code Available A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition Sep 26, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available Fuzzy Simplicial Networks: A Topology-Inspired Model to Improve Task Generalization in Few-shot Learning Sep 23, 2020 Few-Shot Learning
— Unverified PennSyn2Real: Training Object Recognition Models without Human Labeling Sep 22, 2020 4k Few-Shot Learning
— Unverified Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding Sep 21, 2020 Few-Shot Learning Natural Language Understanding
Code Code Available 