machine learning

Paper Group AWR 172

Paper Group AWR 172

February 1, 2020

Convolutional Reservoir Computing for World Models. NASS-AI: Towards Digitization of Parliamentary Bills using Document Level Embedding and Bidirectional Long Short-Term Memory. POPQORN: Quantifying Robustness of Recurrent Neural Networks. FUNSD: A Dataset for Form Understanding in Noisy Scanned Documents. CogniVal: A Framework for Cognitive Word E …
Paper Group AWR 174

Paper Group AWR 174

February 1, 2020

VS-Net: Variable splitting network for accelerated parallel MRI reconstruction. Analysis of Optimization Algorithms via Sum-of-Squares. Variational Quantum Circuits for Deep Reinforcement Learning. Residual Pyramid Learning for Single-Shot Semantic Segmentation. Hint-Based Training for Non-Autoregressive Machine Translation. Beyond BLEU: Training N …
Paper Group AWR 175

Paper Group AWR 175

February 1, 2020

Improving Document Classification with Multi-Sense Embeddings. Cost-Sensitive Diagnosis and Learning Leveraging Public Health Data. Retinal Vessel Segmentation based on Fully Convolutional Networks. Quantization-Based Regularization for Autoencoders. Feature Selective Anchor-Free Module for Single-Shot Object Detection. Additive Noise Annealing and …
Paper Group AWR 176

Paper Group AWR 176

February 1, 2020

User Diverse Preference Modeling by Multimodal Attentive Metric Learning. Byte-Pair Encoding for Text-to-SQL Generation. MIST: A Novel Training Strategy for Low-latencyScalable Neural Net Decoders. Querying Knowledge via Multi-Hop English Questions. Robot Localization in Floor Plans Using a Room Layout Edge Extraction Network. Unsupervised Discover …
Paper Group AWR 177

Paper Group AWR 177

February 1, 2020

Embedding and learning with signatures. Modelling conditional probabilities with Riemann-Theta Boltzmann Machines. Machine Learning Prediction of Accurate Atomization Energies of Organic Molecules from Low-Fidelity Quantum Chemical Calculations. A Data Set of Internet Claims and Comparison of their Sentiments with Credibility. deepsing: Generating …
Paper Group AWR 178

Paper Group AWR 178

February 1, 2020

Large-scale Multi-view Subspace Clustering in Linear Time. Nested Named Entity Recognition via Second-best Sequence Learning and Decoding. BLVD: Building A Large-scale 5D Semantics Benchmark for Autonomous Driving. Making AI Forget You: Data Deletion in Machine Learning. Viewpoint Optimization for Autonomous Strawberry Harvesting with Deep Reinforc …
Paper Group AWR 179

Paper Group AWR 179

February 1, 2020

Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing. Dynamically Fused Graph Network for Multi-hop Reasoning. Machine Learning Classification Informed by a Functional Biophysical System. Learning Feature-to-Feature Translator by Alternating Back-Propagation for Generative Zero-Shot Learning. Addressing Failure Predicti …
Paper Group AWR 180

Paper Group AWR 180

February 1, 2020

AI Feynman: a Physics-Inspired Method for Symbolic Regression. Neural Logic Machines. Enhancing Relation Extraction Using Syntactic Indicators and Sentential Contexts. BioFLAIR: Pretrained Pooled Contextualized Embeddings for Biomedical Sequence Labeling Tasks. Baconian: A Unified Opensource Framework for Model-Based Reinforcement Learning. Revisit …
Paper Group AWR 181

Paper Group AWR 181

February 1, 2020

A Survey on Rain Removal from Video and Single Image. Sequential modeling of Sessions using Recurrent Neural Networks for Skip Prediction. Privacy-Preserving Gradient Boosting Decision Trees. Real-time Person Re-identification at the Edge: A Mixed Precision Approach. Person Re-identification in Aerial Imagery. PKUSEG: A Toolkit for Multi-Domain Chi …
Paper Group AWR 182

Paper Group AWR 182

February 1, 2020

Regularized Anderson Acceleration for Off-Policy Deep Reinforcement Learning. Kernel Mean Matching for Content Addressability of GANs. The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development. RPBA – Robust Parallel Bundle Adjustment Based on Covariance Information. Precise Synthetic Image and LiDAR (PreSIL) Datase …
Paper Group AWR 184

Paper Group AWR 184

February 1, 2020

CEDR: Contextualized Embeddings for Document Ranking. $Σ$-net: Ensembled Iterative Deep Neural Networks for Accelerated Parallel MR Image Reconstruction. DADA: Depth-aware Domain Adaptation in Semantic Segmentation. Cost-sensitive Regularization for Label Confusion-aware Event Detection. Semi-Supervised Learning by Disentangling and Self-Ensembling …
Paper Group AWR 185

Paper Group AWR 185

February 1, 2020

Neural Language Model Based Training Data Augmentation for Weakly Supervised Early Rumor Detection. Effective Rotation-invariant Point CNN with Spherical Harmonics kernels. Compressive Transformers for Long-Range Sequence Modelling. Weakly Supervised Domain Detection. Domain Robustness in Neural Machine Translation. Evaluating Protein Transfer Lear …
Paper Group AWR 187

Paper Group AWR 187

February 1, 2020

Deep Virtual Networks for Memory Efficient Inference of Multiple Tasks. Soft Rasterizer: A Differentiable Renderer for Image-based 3D Reasoning. Improved Sentiment Detection via Label Transfer from Monolingual to Synthetic Code-Switched Text. Event-based Vision: A Survey. Step-by-Step: Separating Planning from Realization in Neural Data-to-Text Gen …
Paper Group AWR 188

Paper Group AWR 188

February 1, 2020

One Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques. A CNN-RNN Framework for Crop Yield Prediction. Crop Lodging Prediction from UAV-Acquired Images of Wheat and Canola using a DCNN Augmented with Handcrafted Texture Features. Invertible Network for Classification and Biomarker Selection for ASD. Tree Recognitio …
Paper Group AWR 189

Paper Group AWR 189

February 1, 2020

Adversarial attacks hidden in plain sight. Machine Learning meets Stochastic Geometry: Determinantal Subset Selection for Wireless Networks. NGBoost: Natural Gradient Boosting for Probabilistic Prediction. From Importance Sampling to Doubly Robust Policy Gradient. A flexible EM-like clustering algorithm for noisy data. Adaptive Loss Scaling for Mix …
Paper Group AWR 191

Paper Group AWR 191

February 1, 2020

Ranking and Selecting Multi-Hop Knowledge Paths to Better Predict Human Needs. Cosmological N-body simulations: a challenge for scalable generative models. Precise Detection in Densely Packed Scenes. DAGCN: Dual Attention Graph Convolutional Networks. Product-Aware Answer Generation in E-Commerce Question-Answering. Neural Chinese Word Segmentation …
Paper Group AWR 192

Paper Group AWR 192

February 1, 2020

ViewAL: Active Learning with Viewpoint Entropy for Semantic Segmentation. Large Scale Incremental Learning. Scheduling the Learning Rate via Hypergradients: New Insights and a New Algorithm. BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters. A Framework for Understanding Unintended Consequences of Machine Lea …
Paper Group AWR 195

Paper Group AWR 195

February 1, 2020

MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance. A Deep Learning Approach to Grasping the Invisible. Simple and Effective Paraphrastic Similarity from Parallel Translations. Fisher-Bures Adversary Graph Convolutional Networks. Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Rep …
Paper Group AWR 197

Paper Group AWR 197

February 1, 2020

Towards Analyzing Semantic Robustness of Deep Neural Networks. Neural Network Distiller: A Python Package For DNN Compression Research. Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature Fusion. Adversarial Out-domain Examples for Generative Models. Multi-Agent Deep Reinforcement Learning for Large-scale Traffic …
Paper Group AWR 198

Paper Group AWR 198

February 1, 2020

BADGER: Learning to (Learn [Learning Algorithms] through Multi-Agent Communication). Neural Network Training with Approximate Logarithmic Computations. Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension. Predicting Research Trends From Arxiv. A Conceptual Framework for Evaluating Fairness in Search. DDGK: Lea …
Paper Group AWR 199

Paper Group AWR 199

February 1, 2020

Combining Machine Learning Models using combo Library. Diagnosing and Enhancing VAE Models. GNNExplainer: Generating Explanations for Graph Neural Networks. Analyzing Structures in the Semantic Vector Space: A Framework for Decomposing Word Embeddings. Massive vs. Curated Word Embeddings for Low-Resourced Languages. The Case of Yorùbá and Twi. Smar …
Paper Group AWR 201

Paper Group AWR 201

February 1, 2020

Train, Sort, Explain: Learning to Diagnose Translation Models. A Context-Aware Citation Recommendation Model with BERT and Graph Convolutional Networks. Black-Box Adversarial Attack with Transferable Model-based Embedding. Loss Aware Post-training Quantization. Relation Distillation Networks for Video Object Detection. PyRep: Bringing V-REP to Deep …
Paper Group AWR 203

Paper Group AWR 203

February 1, 2020

Auto-ReID: Searching for a Part-aware ConvNet for Person Re-Identification. Dynamic Measurement Scheduling for Event Forecasting using Deep RL. STAR: A Concise Deep Learning Framework for Citywide Human Mobility Prediction. QATM: Quality-Aware Template Matching For Deep Learning. Single Path One-Shot Neural Architecture Search with Uniform Sampling …
Paper Group AWR 204

Paper Group AWR 204

February 1, 2020

DeepFreak: Learning Crystallography Diffraction Patterns with Automated Machine Learning. GENDIS: GENetic DIscovery of Shapelets. Effectiveness of Self Normalizing Neural Networks for Text Classification. ILS-SUMM: Iterated Local Search for Unsupervised Video Summarization. Omni-Scale Feature Learning for Person Re-Identification. Deep Visual City …
Paper Group AWR 205

Paper Group AWR 205

February 1, 2020

Tangent Images for Mitigating Spherical Distortion. A Simple Pooling-Based Design for Real-Time Salient Object Detection. Functorial Question Answering. Measuring Arithmetic Extrapolation Performance. Orometric Methods in Bounded Metric Data. Structured Graph Learning Via Laplacian Spectral Constraints. CamemBERT: a Tasty French Language Model. Lea …
Paper Group AWR 206

Paper Group AWR 206

February 1, 2020

DurIAN: Duration Informed Attention Network For Multimodal Synthesis. fairseq: A Fast, Extensible Toolkit for Sequence Modeling. Adversarial Skill Networks: Unsupervised Robot Skill Learning from Video. Visual Explanation for Deep Metric Learning. Visualizing How Embeddings Generalize. Unsupervised Discovery of Temporal Structure in Noisy Data with …
Paper Group AWR 207

Paper Group AWR 207

February 1, 2020

Practical License Plate Recognition in Unconstrained Surveillance Systems with Adversarial Super-Resolution. Federated Neuromorphic Learning of Spiking Neural Networks for Low-Power Edge Intelligence. AlphaX: eXploring Neural Architectures with Deep Neural Networks and Monte Carlo Tree Search. Deep Landscape Forecasting for Real-time Bidding Advert …
Paper Group AWR 208

Paper Group AWR 208

February 1, 2020

Augmentation for small object detection. ID-aware Quality for Set-based Person Re-identification. Similarity-DT: Kernel Similarity Embedding for Dynamic Texture Synthesis. Semantics-Aligned Representation Learning for Person Re-identification. MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation. PRECOG: PREdiction Conditioned On …