Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Feb 27, 2020 Active Learning Classification
Code Code Available Evolving Losses for Unsupervised Video Representation Learning Feb 26, 2020 Action Recognition Few-Shot Learning
— Unverified An Open-set Recognition and Few-Shot Learning Dataset for Audio Event Classification in Domestic Environments Feb 26, 2020 Face Recognition Few-Shot Learning
Code Code Available The Sample Complexity of Meta Sparse Regression Feb 22, 2020 Few-Shot Learning Meta-Learning
— Unverified Modelling Latent Skills for Multitask Language Generation Feb 21, 2020 Few-Shot Learning Text Generation
— Unverified Few-Shot Learning via Learning the Representation, Provably Feb 21, 2020 Few-Shot Learning Representation Learning
— Unverified Few-shot acoustic event detection via meta-learning Feb 21, 2020 Event Detection Few-Shot Learning
— Unverified Structured Prediction for Conditional Meta-Learning Feb 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Few-Shot Learning and the role of Spatial Attention Feb 18, 2020 Few-Shot Learning Meta-Learning
— Unverified Exploiting the Matching Information in the Support Set for Few Shot Event Classification Feb 13, 2020 Classification Few-Shot Learning
— Unverified Meta-Learning across Meta-Tasks for Few-Shot Learning Feb 11, 2020 Domain Adaptation Few-Shot Learning
— Unverified Task Augmentation by Rotating for Meta-Learning Feb 8, 2020 Data Augmentation Few-Shot Learning
Code Code Available Conditional Deep Gaussian Processes: multi-fidelity kernel learning Feb 7, 2020 Few-Shot Learning Gaussian Processes
Code Code Available Few-Shot Learning as Domain Adaptation: Algorithm and Analysis Feb 6, 2020 Domain Adaptation Few-Shot Image Classification
— Unverified Revisiting Meta-Learning as Supervised Learning Feb 3, 2020 Data Augmentation Few-Shot Learning
— Unverified Asymmetric Distribution Measure for Few-shot Learning Feb 1, 2020 Few-Shot Image Classification Few-Shot Learning
— Unverified Weakly Supervised Few-shot Object Segmentation using Co-Attention with Visual and Semantic Embeddings Jan 26, 2020 Few-Shot Learning Object
— Unverified Continual Local Replacement for Few-shot Learning Jan 23, 2020 Few-Shot Learning General Classification
— Unverified Evaluating Weakly Supervised Object Localization Methods Right Jan 21, 2020 Few-Shot Learning Model Selection
Code Code Available Few-shot Action Recognition with Permutation-invariant Attention Jan 12, 2020 Action Recognition Few-Shot action recognition
Code Code Available Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning Jan 12, 2020 Few-Shot Learning Relation
Code Code Available Fine-grained Image-to-Image Transformation towards Visual Recognition Jan 12, 2020 Few-Shot Learning Fine-Grained Image Recognition
— Unverified Intelligence, physics and information -- the tradeoff between accuracy and simplicity in machine learning Jan 11, 2020 BIG-bench Machine Learning Causal Discovery
Code Code Available Improving Few-shot Learning by Spatially-aware Matching and CrossTransformer Jan 6, 2020 Deblurring Few-Shot Learning
— Unverified FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network Jan 5, 2020 Face Swapping Few-Shot Learning
Code Code Available Diversity Transfer Network for Few-Shot Learning Dec 31, 2019 Diversity Few-Shot Learning
Code Code Available FLAT: Few-Shot Learning via Autoencoding Transformation Regularizers Dec 29, 2019 Data Augmentation Few-Shot Learning
— Unverified Variational Metric Scaling for Metric-Based Meta-Learning Dec 26, 2019 Few-Shot Learning Meta-Learning
Code Code Available Big Transfer (BiT): General Visual Representation Learning Dec 24, 2019 Few-Shot Learning Fine-Grained Image Classification
Code Code Available Measuring Dataset Granularity Dec 21, 2019 Clustering Few-Shot Learning
Code Code Available Unsupervised Few-shot Learning via Self-supervised Training Dec 20, 2019 BIG-bench Machine Learning Clustering
— Unverified Dependable Neural Networks for Safety Critical Tasks Dec 20, 2019 Autonomous Vehicles Domain Adaptation
— Unverified Identity Document to Selfie Face Matching Across Adolescence Dec 20, 2019 Few-Shot Learning Triplet
— Unverified TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning Dec 19, 2019 Few-Shot Learning Meta-Learning
— Unverified A Broader Study of Cross-Domain Few-Shot Learning Dec 16, 2019 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Towards Contextual Learning in Few-shot Object Classification Dec 13, 2019 Classification Few-Shot Learning
— Unverified Meta-Learning Initializations for Image Segmentation Dec 13, 2019 Bayesian Optimization Few-Shot Image Classification
Code Code Available CLOSURE: Assessing Systematic Generalization of CLEVR Models Dec 12, 2019 Few-Shot Learning Systematic Generalization
Code Code Available A Two-Stage Approach to Few-Shot Learning for Image Recognition Dec 10, 2019 Few-Shot Learning General Classification
— Unverified Improved Few-Shot Visual Classification Dec 7, 2019 Classification Few-Shot Image Classification
— Unverified Revisiting Few-Shot Learning for Facial Expression Recognition Dec 5, 2019 Facial Expression Recognition Facial Expression Recognition (FER)
— Unverified MetAdapt: Meta-Learned Task-Adaptive Architecture for Few-Shot Classification Dec 1, 2019 Classification Few-Shot Learning
— Unverified SMILe: Scalable Meta Inverse Reinforcement Learning through Context-Conditional Policies Dec 1, 2019 continuous-control Continuous Control
Code Code Available Learning to Learn By Self-Critique Dec 1, 2019 Few-Shot Learning Meta-Learning
Code Code Available Efficient Meta Learning via Minibatch Proximal Update Dec 1, 2019 Few-Shot Learning Meta-Learning
— Unverified Unlocking the Full Potential of Small Data with Diverse Supervision Nov 29, 2019 Few-Shot Learning Representation Learning
Code Code Available VIABLE: Fast Adaptation via Backpropagating Learned Loss Nov 29, 2019 Few-Shot Learning Meta-Learning
— Unverified A Unified Framework for Lifelong Learning in Deep Neural Networks Nov 28, 2019 Few-Shot Learning Lifelong learning
— Unverified Learning Multi-level Weight-centric Features for Few-shot Learning Nov 28, 2019 Few-Shot Learning
— Unverified Meta-Learning of Neural Architectures for Few-Shot Learning Nov 25, 2019 Few-Shot Learning Meta-Learning
Code Code Available 