Out-of-Distribution Detection

Paper Group AWR 51

February 2, 2020

Bayesian estimation of the latent dimension and communities in stochastic blockmodels. Generating Accurate Pseudo-labels in Semi-Supervised Learning and Avoiding Overconfident Predictions via Hermite Polynomial Activations. Delving into Robust Object Detection from Unmanned Aerial Vehicles: A Deep Nuisance Disentanglement Approach. RRPN: Radar Regi …

Paper Group AWR 103

February 1, 2020

Learning to Traverse Latent Spaces for Musical Score Inpainting. KPConv: Flexible and Deformable Convolution for Point Clouds. FeatherNets: Convolutional Neural Networks as Light as Feather for Face Anti-spoofing. Cross-Domain Transferability of Adversarial Perturbations. Soft Anchor-Point Object Detection. CutMix: Regularization Strategy to Train …

Paper Group AWR 131

February 1, 2020

End-to-End Safe Reinforcement Learning through Barrier Functions for Safety-Critical Continuous Control Tasks. GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering. A Deep Learning based Pipeline for Efficient Oral Cancer Screening on Whole Slide Images. Enhancing Adversarial Example Transferability with an Interm …

Paper Group AWR 132

February 1, 2020

Performance and Comparisons of STDP based and Non-STDP based Memristive Neural Networks on Hardware. ICDAR2019 Robust Reading Challenge on Arbitrary-Shaped Text (RRC-ArT). A Good Sample is Hard to Find: Noise Injection Sampling and Self-Training for Neural Language Generation Models. Kandinsky Patterns. Reinforcement Learning Upside Down: Don’t Pre …

Paper Group AWR 215

February 1, 2020

Downhole Track Detection via Multiscale Conditional Generative Adversarial Nets. Atlas: A Dataset and Benchmark for E-commerce Clothing Product Categorization. Deep Recurrent Q-Learning vs Deep Q-Learning on a simple Partially Observable Markov Decision Process with Minecraft. Detecting Extrapolation with Local Ensembles. Brain-Like Object Recognit …

Paper Group AWR 243

February 1, 2020

Fashion Image Retrieval with Capsule Networks. Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation. Efficient Covariance Estimation from Temporal Data. Neumann Networks for Inverse Problems in Imaging. The Regression Tsetlin Machine: A Tsetlin Machine for Continuous Output Problems. Using Local Knowledge Graph Cons …

Paper Group AWR 261

February 1, 2020

A Survey on Document-level Machine Translation: Methods and Evaluation. Single-Channel Signal Separation and Deconvolution with Generative Adversarial Networks. Exploiting BERT for End-to-End Aspect-based Sentiment Analysis. Model Development Process. Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy. Semantically Tied Pa …

Paper Group AWR 282

February 1, 2020

Functional Tensors for Probabilistic Programming. Joint Source-Target Self Attention with Locality Constraints. A Game Theoretic Approach to Class-wise Selective Rationalization. ProPublica’s COMPAS Data Revisited. Collaborative Multi-Agent Dialogue Model Training Via Reinforcement Learning. Investigating Evaluation of Open-Domain Dialogue Systems …

Paper Group AWR 283

February 1, 2020

A Polynomial-Based Approach for Architectural Design and Learning with Deep Neural Networks. Dual Residual Networks Leveraging the Potential of Paired Operations for Image Restoration. Dichotomize and Generalize: PAC-Bayesian Binary Activated Deep Neural Networks. Structured Fusion Networks for Dialog. Deep Residual Output Layers for Neural Languag …

Paper Group AWR 359

February 1, 2020

ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 “Heidelberg”. Referring Expression Object Segmentation with Caption-Aware Consistency. How Can We Know What Language Models Know?. Dense Dilated Convolutions Merging Network for Semantic Mapping of Remote Sensing Images. Outlier Exposure with Confidence Control for Out-of-Dist …

Paper Group AWR 83

February 1, 2020

An Empirical Investigation of Randomized Defenses against Adversarial Attacks. Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty. Hierarchical Back Projection Network for Image Super-Resolution. Predicting Multiple Demographic Attributes with Task Specific Embedding Transformation and Attention Network. Looking back at Lab …

Paper Group AWR 430

January 31, 2020

From Big to Small: Multi-Scale Local Planar Guidance for Monocular Depth Estimation. Training-Time-Friendly Network for Real-Time Object Detection. Event Representation Learning Enhanced with External Commonsense Knowledge. Hierarchical Optimal Transport for Document Representation. Attention-based Context Aggregation Network for Monocular Depth Es …

Paper Group AWR 445

January 31, 2020

MR-GNN: Multi-Resolution and Dual Graph Neural Network for Predicting Structured Entity Interactions. Recursive Estimation for Sparse Gaussian Process Regression. Automatic Text-based Personality Recognition on Monologues and Multiparty Dialogues Using Attentive Networks and Contextual Embeddings. A Benchmark for Anomaly Segmentation. Style Transfo …

Paper Group ANR 209

January 30, 2020

Unsupervised Out-of-Distribution Detection with Batch Normalization. FPScreen: A Rapid Similarity Search Tool for Massive Molecular Library Based on Molecular Fingerprint Comparison. Accuracy Improvement of Neural Network Training using Particle Swarm Optimization and its Stability Analysis for Classification. Experiments in Detecting Persuasion Te …

Paper Group ANR 258

January 30, 2020

A Framework for End-to-End Deep Learning-Based Anomaly Detection in Transportation Networks. Infochain: A Decentralized System for Truthful Information Elicitation. Placement Optimization of Aerial Base Stations with Deep Reinforcement Learning. Precision Matrix Estimation with Noisy and Missing Data. Deep Verifier Networks: Verification of Deep Di …

Paper Group ANR 599

January 29, 2020

Quantifying consensus of rankings based on q-support patterns. DCMN+: Dual Co-Matching Network for Multi-choice Reading Comprehension. An Arm-Wise Randomization Approach to Combinatorial Linear Semi-Bandits. WildMix Dataset and Spectro-Temporal Transformer Model for Monoaural Audio Source Separation. MURS: Practical and Robust Privacy Amplification …

Paper Group ANR 913

January 28, 2020

Learning physics-based reduced-order models for a single-injector combustion process. Do not Omit Local Minimizer: a Complete Solution for Pose Estimation from 3D Correspondences. Are Out-of-Distribution Detection Methods Effective on Large-Scale Datasets?. Doubly Robust Off-Policy Actor-Critic Algorithms for Reinforcement Learning. Detecting Cyber …

Paper Group ANR 946

January 28, 2020

Defending Against Universal Attacks Through Selective Feature Regeneration. TRADI: Tracking deep neural network weight distributions. Why Should we Combine Training and Post-Training Methods for Out-of-Distribution Detection?. Integrating Lexical Knowledge in Word Embeddings using Sprinkling and Retrofitting. Improving Interpretability of Word Embe …

Paper Group ANR 991

January 28, 2020

Two-stage Training for Chinese Dialect Recognition. Ghost Units Yield Biologically Plausible Backprop in Deep Neural Networks. Online Reinforcement Learning of Optimal Threshold Policies for Markov Decision Processes. Adversarial Training for Multilingual Acoustic Modeling. Assessing the Benchmarking Capacity of Machine Reading Comprehension Datase …

Paper Group ANR 1155

January 27, 2020

Motion Capture from Pan-Tilt Cameras with Unknown Orientation. Diversity-Promoting Deep Reinforcement Learning for Interactive Recommendation. Risk of the Least Squares Minimum Norm Estimator under the Spike Covariance Model. DysLexML: Screening Tool for Dyslexia Using Machine Learning. Acoustically Grounded Word Embeddings for Improved Acoustics-t …

Paper Group ANR 1375

January 26, 2020

Fault Matters: Sensor Data Fusion for Detection of Faults using Dempster-Shafer Theory of Evidence in IoT-Based Applications. A model for a Lindenmayer reconstruction algorithm. Surf at MEDIQA 2019: Improving Performance of Natural Language Inference in the Clinical Domain by Adopting Pre-trained Language Model. Self-Binarizing Networks. Compositio …

Paper Group ANR 1397

January 26, 2020

SparseTrain:Leveraging Dynamic Sparsity in Training DNNs on General-Purpose SIMD Processors. Stochastic Gradient Descent for Nonconvex Learning without Bounded Gradient Assumptions. A Comparative Study on End-to-end Speech to Text Translation. Detecting GAN generated Fake Images using Co-occurrence Matrices. Modularized Textual Grounding for Counte …

Paper Group ANR 1399

January 26, 2020

Bias-Reduced Hindsight Experience Replay with Virtual Goal Prioritization. A neural network based policy iteration algorithm with global $H^2$-superlinear convergence for stochastic games on domains. Representing text as abstract images enables image classifiers to also simultaneously classify text. Representation of Federated Learning via Worst-Ca …

Paper Group ANR 1525

January 26, 2020

Conditional Neural Style Transfer with Peer-Regularized Feature Transform. Simultaneous Identification of Tweet Purpose and Position. Towards more effective consumer steering via network analysis. Impact of Narrow Lanes on Arterial Road Vehicle Crashes: A Machine Learning Approach. PerceptNet: Learning Perceptual Similarity of Haptic Textures in Pr …

Paper Group ANR 1570

January 26, 2020

Solving Partial Assignment Problems using Random Clique Complexes. SOM-Guided Evolutionary Search for Solving MinMax Multiple-TSP. A Predictive On-Demand Placement of UAV Base Stations Using Echo State Network. Hahahahaha, Duuuuude, Yeeessss!: A two-parameter characterization of stretchable words and the dynamics of mistypings and misspellings. Con …

Paper Group ANR 1726

January 25, 2020

BDNet: Bengali Handwritten Numeral Digit Recognition based on Densely connected Convolutional Neural Networks. Evolutionary Reinforcement Learning for Sample-Efficient Multiagent Coordination. Argument Generation with Retrieval, Planning, and Realization. Inspect Transfer Learning Architecture with Dilated Convolution. Classifying single-qubit nois …

Paper Group ANR 1727

January 25, 2020

Wasserstein-Fisher-Rao Document Distance. MANELA: A Multi-Agent Algorithm for Learning Network Embeddings. An Imitation Learning Approach to Unsupervised Parsing. Inpatient2Vec: Medical Representation Learning for Inpatients. Adaptive Matrix Completion for the Users and the Items in Tail. Style Transfer with Time Series: Generating Synthetic Financ …