Few-Shot Learning

Paper Group ANR 205

October 19, 2019

Understanding Priors in Bayesian Neural Networks at the Unit Level. Learning $3$D-FilterMap for Deep Convolutional Neural Networks. Heuristics for Efficient Sparse Blind Source Separation. Event Detection with Neural Networks: A Rigorous Empirical Evaluation. Deep Reinforcement Learning for Sponsored Search Real-time Bidding. Collaborative Filterin …

Paper Group ANR 225

October 19, 2019

Fusion of Methods Based on Minutiae, Ridges and Pores for Robust Fingerprint Recognition. Supervised Convolutional Sparse Coding. Stochastic Activation Pruning for Robust Adversarial Defense. An Analysis of Attention Mechanisms: The Case of Word Sense Disambiguation in Neural Machine Translation. Adversarial Sparse-View CBCT Artifact Reduction. An …

Paper Group ANR 233

October 19, 2019

Locally Adaptive Learning Loss for Semantic Image Segmentation. Learning with Analytical Models. Formal Context Generation using Dirichlet Distributions. Non-Factorised Variational Inference in Dynamical Systems. Parser Training with Heterogeneous Treebanks. Inference of Users Demographic Attributes based on Homophily in Communication Networks. The …

Paper Group ANR 251

October 19, 2019

Distributed Wildfire Surveillance with Autonomous Aircraft using Deep Reinforcement Learning. A First Experiment on Including Text Literals in KGloVe. Playing 20 Question Game with Policy-Based Reinforcement Learning. Analysis of Fast Alternating Minimization for Structured Dictionary Learning. A survey on Deep Learning Advances on Different 3D Dat …

Paper Group ANR 254

October 19, 2019

Secure Mobile Edge Computing in IoT via Collaborative Online Learning. Analysis of spectral clustering algorithms for community detection: the general bipartite setting. Learning from Past Mistakes: Improving Automatic Speech Recognition Output via Noisy-Clean Phrase Context Modeling. On semi-supervised learning. ANS: Adaptive Network Scaling for D …

Paper Group ANR 261

October 19, 2019

Generating Multiple Diverse Responses for Short-Text Conversation. Algorithms for Destructive Shift Bribery. Optimal arrangements of hyperplanes for multiclass classification. Unsupervised Video Object Segmentation using Motion Saliency-Guided Spatio-Temporal Propagation. Piecewise Convex Function Estimation and Model Selection. Crowd Counting by A …

Paper Group ANR 379

October 19, 2019

DeepWrinkles: Accurate and Realistic Clothing Modeling. Stable Opponent Shaping in Differentiable Games. A small Griko-Italian speech translation corpus. Some Theoretical Properties of GANs. Hourly-Similarity Based Solar Forecasting Using Multi-Model Machine Learning Blending. Learning Cross-Lingual Sentence Representations via a Multi-task Dual-En …

Paper Group ANR 383

October 19, 2019

Learning Invariances using the Marginal Likelihood. Unsupervised RGBD Video Object Segmentation Using GANs. Duluth UROP at SemEval-2018 Task 2: Multilingual Emoji Prediction with Ensemble Learning and Oversampling. Combining Long Short Term Memory and Convolutional Neural Network for Cross-Sentence n-ary Relation Extraction. Neural Compositional De …

Paper Group ANR 430

October 18, 2019

Automatic Generation of Text Descriptive Comments for Code Blocks. Generalized Earley Parser: Bridging Symbolic Grammars and Sequence Data for Future Prediction. Exploring the predictability of range-based volatility estimators using RNNs. End-to-end Speech Recognition with Word-based RNN Language Models. Gaussian Process Conditional Density Estima …

Paper Group ANR 484

October 18, 2019

Category-Based Deep CCA for Fine-Grained Venue Discovery from Multimodal Data. GitGraph - Architecture Search Space Creation through Frequent Computational Subgraph Mining. Cycle-Consistent Deep Generative Hashing for Cross-Modal Retrieval. Deep Mixture of Experts via Shallow Embedding. What Doubling Tricks Can and Can’t Do for Multi-Armed Bandits. …

Paper Group ANR 514

October 18, 2019

A Quantitative Evaluation of Natural Language Question Interpretation for Question Answering Systems. Multiview Two-Task Recursive Attention Model for Left Atrium and Atrial Scars Segmentation. Towards Resisting Large Data Variations via Introspective Learning. A high-performance analog Max-SAT solver and its application to Ramsey numbers. Simple R …

Paper Group ANR 587

October 18, 2019

Uncertainty in Multitask Transfer Learning. Multi-view Point Cloud Registration with Adaptive Convergence Threshold and its Application on 3D Model Retrieval. Deep Knowledge Tracing and Dynamic Student Classification for Knowledge Tracing. Q-learning with Nearest Neighbors. New Results on Multi-Step Traffic Flow Prediction. Extended Affinity Propag …

Paper Group ANR 597

October 18, 2019

Paracompositionality, MWEs and Argument Substitution. Distinguishing Question Subjectivity from Difficulty for Improved Crowdsourcing. Attentive Recurrent Tensor Model for Community Question Answering. Fast Fourier-Based Generation of the Compression Matrix for Deterministic Compressed Sensing. Ladder Networks for Semi-Supervised Hyperspectral Imag …

Paper Group ANR 607

October 18, 2019

Onion-Peeling Outlier Detection in 2-D data Sets. State Space Representations of Deep Neural Networks. Cognate-aware morphological segmentation for multilingual neural translation. Learning Compositional Representations for Few-Shot Recognition. Time series kernel similarities for predicting Paroxysmal Atrial Fibrillation from ECGs. Attention-based …

Paper Group ANR 631

October 18, 2019

The IQ of Artificial Intelligence. Sequence Aggregation Rules for Anomaly Detection in Computer Network Traffic. Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering. Improv Chat: Second Response Generation for Chatbot. Deep Transfer Learning for EEG-based Brain Computer Interface. Learning with tree-based tensor …

Paper Group ANR 648

October 18, 2019

Geometric Consistency for Self-Supervised End-to-End Visual Odometry. Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning. Deterministic Hypothesis Generation for Robust Fitting of Multiple Structures. Cross-Discourse and Multilingual Exploration of Textual Corpora with the DualNeighbors Algorithm. Cross-domain attr …

Paper Group ANR 712

October 17, 2019

Hierarchical Transfer Convolutional Neural Networks for Image Classification. Weighted Bilinear Coding over Salient Body Parts for Person Re-identification. Diagnosing Convolutional Neural Networks using their Spectral Response. Word sense induction using word embeddings and community detection in complex networks. Better Fixed-Arity Unbiased Black …

Paper Group ANR 732

October 17, 2019

Diffusion Based Network Embedding. Model Aggregation via Good-Enough Model Spaces. Improving Implicit Discourse Relation Classification by Modeling Inter-dependencies of Discourse Units in a Paragraph. GAN-EM: GAN based EM learning framework. Capturing Ambiguity in Crowdsourcing Frame Disambiguation. Tracing in 2D to Reduce the Annotation Effort fo …

Paper Group ANR 740

October 17, 2019

Structure Learning of Deep Networks via DNA Computing Algorithm. A Byte-sized Approach to Named Entity Recognition. Broadband Analog Aggregation for Low-Latency Federated Edge Learning (Extended Version). On Reinforcement Learning for Full-length Game of StarCraft. Application of Bounded Total Variation Denoising in Urban Traffic Analysis. Multiple …

Paper Group ANR 752

October 17, 2019

Dropout with Tabu Strategy for Regularizing Deep Neural Networks. Towards Robust Human Activity Recognition from RGB Video Stream with Limited Labeled Data. Play Duration based User-Entity Affinity Modeling in Spoken Dialog System. Towards Deep and Representation Learning for Talent Search at LinkedIn. Reinforcement Learning for Autonomous Defence …

Paper Group ANR 771

October 17, 2019

Learning to Reason. Classification Uncertainty of Deep Neural Networks Based on Gradient Information. Goal-oriented Trajectories for Efficient Exploration. Stochastic Block Model for Hypergraphs: Statistical limits and a semidefinite programming approach. Physics-Informed Kriging: A Physics-Informed Gaussian Process Regression Method for Data-Model …

Paper Group ANR 779

October 17, 2019

Generative Adversarial Speaker Embedding Networks for Domain Robust End-to-End Speaker Verification. Is it worth it? Budget-related evaluation metrics for model selection. Categorization of Semantic Roles for Dictionary Definitions. The Random Forest Classifier in WEKA: Discussion and New Developments for Imbalanced Data. Simultaneous Optical Flow …

Paper Group ANR 781

October 17, 2019

Internal node bagging. Distance Measure Machines. On PAC-Bayesian Bounds for Random Forests. Geometric Median Shapes. Degree based Classification of Harmful Speech using Twitter Data. Understanding the Role of Adaptivity in Machine Teaching: The Case of Version Space Learners. Iterative Recursive Attention Model for Interpretable Sequence Classific …

Paper Group ANR 872

October 17, 2019

Dynamic Temporal Alignment of Speech to Lips. Perceive Your Users in Depth: Learning Universal User Representations from Multiple E-commerce Tasks. An integration of fast alignment and maximum-likelihood methods for electron subtomogram averaging and classification. MARL-FWC: Optimal Coordination of Freeway Traffic Control Measures. SufiSent - Univ …

Paper Group ANR 879

October 17, 2019

Fast binary embeddings, and quantized compressed sensing with structured matrices. A Hybrid Recommender System for Patient-Doctor Matchmaking in Primary Care. I Know What You See: Power Side-Channel Attack on Convolutional Neural Network Accelerators. Object category learning and retrieval with weak supervision. End-to-End Detection and Re-identifi …

Paper Group ANR 882

October 17, 2019

Video based Contextual Question Answering. Few Shot Learning with Simplex. Avoiding Latent Variable Collapse With Generative Skip Models. Visual Attention for Behavioral Cloning in Autonomous Driving. Developing parsimonious ensembles using ensemble diversity within a reinforcement learning framework. Context Models for OOV Word Translation in Low- …

Paper Group ANR 884

October 17, 2019

Inferring Political Alignments of Twitter Users: A case study on 2017 Turkish constitutional referendum. Polarity and Intensity: the Two Aspects of Sentiment Analysis. META-DES.Oracle: Meta-learning and feature selection for ensemble selection. Sparse Blind Deconvolution for Distributed Radar Autofocus Imaging. Hierarchy-based Image Embeddings for …

Paper Group ANR 912

October 17, 2019

Automatic Prediction of Building Age from Photographs. Learning to Grasp from a Single Demonstration. Seeing Tree Structure from Vibration. Interpretable Visual Question Answering by Visual Grounding from Attention Supervision Mining. ViS-HuD: Using Visual Saliency to Improve Human Detection with Convolutional Neural Networks. Optimized Skeleton-ba …