machine learning

Paper Group AWR 20

Paper Group AWR 20

April 3, 2020

MiLeNAS: Efficient Neural Architecture Search via Mixed-Level Reformulation. Delving Deeper into the Decoder for Video Captioning. The Tree Ensemble Layer: Differentiability meets Conditional Computation. Robust Deep Reinforcement Learning against Adversarial Perturbations on Observations. Cross-Domain Document Object Detection: Benchmark Suite and …
Paper Group AWR 21

Paper Group AWR 21

April 3, 2020

Exploit Clues from Views: Self-Supervised and Regularized Learning for Multiview Object Recognition. Fast reconstruction of atomic-scale STEM-EELS images from sparse sampling. Counter-example Guided Learning of Bounds on Environment Behavior. Multi-Level Representation Learning for Deep Subspace Clustering. Co-occurrence of deep convolutional featu …
Paper Group AWR 22

Paper Group AWR 22

April 3, 2020

Adapting Grad-CAM for Embedding Networks. Fast Sequence-Based Embedding with Diffusion Graphs. Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. Learning Deformable Registration of Medical Images with Anatomical Constraints. Estimating Counterfactual Treatment Outcomes over Time Through Advers …
Paper Group AWR 23

Paper Group AWR 23

April 3, 2020

Multi-Agent Interactions Modeling with Correlated Policies. Efficient Facial Feature Learning with Wide Ensemble-based Convolutional Neural Networks. MarginDistillation: distillation for margin-based softmax. GeoDA: a geometric framework for black-box adversarial attacks. Data Augmentation using Pre-trained Transformer Models. Interpretable End-to- …
Paper Group AWR 24

Paper Group AWR 24

April 3, 2020

Advbox: a toolbox to generate adversarial examples that fool neural networks. On the Learning Property of Logistic and Softmax Losses for Deep Neural Networks. Inductive Document Network Embedding with Topic-Word Attention. Explaining Away Attacks Against Neural Networks. Predicting Many Properties of a Quantum System from Very Few Measurements. Mu …
Paper Group AWR 25

Paper Group AWR 25

April 3, 2020

ACEnet: Anatomical Context-Encoding Network for Neuroanatomy Segmentation. Stance Detection Benchmark: How Robust Is Your Stance Detection?. Modeling ASR Ambiguity for Dialogue State Tracking Using Word Confusion Networks. Plato Dialogue System: A Flexible Conversational AI Research Platform. Two-Stream Aural-Visual Affect Analysis in the Wild. Cli …
Paper Group AWR 26

Paper Group AWR 26

April 3, 2020

Complexity Guarantees for Polyak Steps with Momentum. Supervised Learning on Relational Databases with Graph Neural Networks. Understanding the Automated Parameter Optimization on Transfer Learning for CPDP: An Empirical Study. Synthesizing human-like sketches from natural images using a conditional convolutional decoder. TaskNorm: Rethinking Batch …
Paper Group AWR 27

Paper Group AWR 27

April 3, 2020

Discrete Action On-Policy Learning with Action-Value Critic. TAdam: A Robust Stochastic Gradient Optimizer. Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional Images. To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing. Negative Margin Matters: Understanding Margin in Few-shot Classification. …
Paper Group AWR 28

Paper Group AWR 28

April 3, 2020

Using Reinforcement Learning in the Algorithmic Trading Problem. Hyperspectral Classification Based on 3D Asymmetric Inception Network with Data Fusion Transfer Learning. Variational Inference with Vine Copulas: An efficient Approach for Bayesian Computer Model Calibration. Ensemble neural network forecasts with singular value decomposition. Error …
Paper Group AWR 29

Paper Group AWR 29

April 3, 2020

A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation. Memory Enhanced Global-Local Aggregation for Video Object Detection. Design, Validation, and Case Studies of 2D-VSR-Sim, an Optimization-friendly Simulator of 2-D Voxel-based Soft Robots. Efficient Rule Learning with Template Saturation for Knowledge Graph Comp …
Paper Group AWR 30

Paper Group AWR 30

April 3, 2020

DSNAS: Direct Neural Architecture Search without Parameter Retraining. Two-Sample Testing for Event Impacts in Time Series. Discovering Mathematical Objects of Interest – A Study of Mathematical Notations. Semantic Pyramid for Image Generation. A Framework for Evaluation of Machine Reading Comprehension Gold Standards. Fast and Three-rious: Speedi …
Paper Group AWR 31

Paper Group AWR 31

April 3, 2020

Adversarial Continual Learning. State-Aware Tracker for Real-Time Video Object Segmentation. FedDANE: A Federated Newton-Type Method. Gimme Signals: Discriminative signal encoding for multimodal activity recognition. On the Road with 16 Neurons: Mental Imagery with Bio-inspired Deep Neural Networks. Adapting Deep Learning for Sentiment Classificati …
Paper Group AWR 32

Paper Group AWR 32

April 3, 2020

Multi-Time-Scale Convolution for Emotion Recognition from Speech Audio Signals. GANILLA: Generative Adversarial Networks for Image to Illustration Translation. MNN: A Universal and Efficient Inference Engine. Collaborative Distillation for Ultra-Resolution Universal Style Transfer. An Explicit Local and Global Representation Disentanglement Framewo …
Paper Group AWR 33

Paper Group AWR 33

April 3, 2020

Attractive or Faithful? Popularity-Reinforced Learning for Inspired Headline Generation. Lane Detection in Low-light Conditions Using an Efficient Data Enhancement : Light Conditions Style Transfer. Subclass Distillation. Exploring and Improving Robustness of Multi Task Deep Neural Networks via Domain Agnostic Defenses. Relaxing Relationship Querie …
Paper Group AWR 35

Paper Group AWR 35

April 3, 2020

Adversarial Perturbations Fool Deepfake Detectors. Wise Sliding Window Segmentation: A classification-aided approach for trajectory segmentation. What Deep CNNs Benefit from Global Covariance Pooling: An Optimization Perspective. Cloud-Net+: A Cloud Segmentation CNN for Landsat 8 Remote Sensing Imagery Optimized with Filtered Jaccard Loss Function. …
Paper Group AWR 36

Paper Group AWR 36

April 3, 2020

Towards Learning a Generic Agent for Vision-and-Language Navigation via Pre-training. Iterate Averaging Helps: An Alternative Perspective in Deep Learning. Bio-Inspired Modality Fusion for Active Speaker Detection. Rethinking Zero-shot Video Classification: End-to-end Training for Realistic Applications. SimLoss: Class Similarities in Cross Entropy …
Paper Group AWR 37

Paper Group AWR 37

April 3, 2020

A Neuro-AI Interface for Evaluating Generative Adversarial Networks. batchboost: regularization for stabilizing training with resistance to underfitting & overfitting. Learning Contextualized Document Representations for Healthcare Answer Retrieval. Improving Neural Named Entity Recognition with Gazetteers. TyDi QA: A Benchmark for Information-Seek …
Paper Group AWR 4

Paper Group AWR 4

April 3, 2020

Masked Face Recognition Dataset and Application. PrivacyFL: A simulator for privacy-preserving and secure federated learning. Rethinking Online Action Detection in Untrimmed Videos: A Novel Online Evaluation Protocol. A Machine Learning alternative to placebo-controlled clinical trials upon new diseases: A primer. DSGN: Deep Stereo Geometry Network …
Paper Group AWR 40

Paper Group AWR 40

April 3, 2020

Embedding Propagation: Smoother Manifold for Few-Shot Classification. Discrete-valued Preference Estimation with Graph Side Information. PeelNet: Textured 3D reconstruction of human body using single view RGB image. Outcome Correlation in Graph Neural Network Regression. Explainable Deep Convolutional Candlestick Learner. Knowledge Distillation for …
Paper Group AWR 41

Paper Group AWR 41

April 3, 2020

Progressive Learning and Disentanglement of Hierarchical Representations. Unsupervised Disentanglement of Pose, Appearance and Background from Images and Videos. Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction. Learning Robust Representations via Multi-View Information Bottleneck. An End-to-End Visual-Audio At …
Paper Group AWR 43

Paper Group AWR 43

April 3, 2020

Multi-label learning for dynamic model type recommendation. MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding. Exact Information Bottleneck with Invertible Neural Networks: Getting the Best of Discriminative and Generative Modeling. Label-Efficient Learning on Point Clouds using Approximate Convex Decompositions. Ret …
Paper Group AWR 45

Paper Group AWR 45

April 3, 2020

Towards Supervised and Unsupervised Neural Machine Translation Baselines for Nigerian Pidgin. Open Knowledge Enrichment for Long-tail Entities. Decision Trees for Decision-Making under the Predict-then-Optimize Framework. Where New Words Are Born: Distributional Semantic Analysis of Neologisms and Their Semantic Neighborhoods. Adversarial Attacks a …
Paper Group AWR 47

Paper Group AWR 47

April 3, 2020

Margin Maximization as Lossless Maximal Compression. Plug-and-Play Algorithms for Large-scale Snapshot Compressive Imaging. Ensembles of Many Diverse Weak Defenses can be Strong: Defending Deep Neural Networks Against Adversarial Attacks. Learning from Positive and Unlabeled Data with Arbitrary Positive Shift. Global Context-Aware Progressive Aggre …
Paper Group AWR 48

Paper Group AWR 48

April 3, 2020

A Knowledge-Enhanced Pretraining Model for Commonsense Story Generation. PatentTransformer-2: Controlling Patent Text Generation by Structural Metadata. Reduced Dilation-Erosion Perceptron for Binary Classification. Learning State Abstractions for Transfer in Continuous Control. Unblind Your Apps: Predicting Natural-Language Labels for Mobile GUI C …
Paper Group AWR 49

Paper Group AWR 49

April 3, 2020

Reinforcement Learning Framework for Deep Brain Stimulation Study. Few-shot Natural Language Generation for Task-Oriented Dialog. Bringing Stories Alive: Generating Interactive Fiction Worlds. Graph Constrained Reinforcement Learning for Natural Language Action Spaces. Deterministic Decoding for Discrete Data in Variational Autoencoders. Multi-clas …
Paper Group AWR 50

Paper Group AWR 50

April 3, 2020

The Reciprocal Bayesian LASSO. Certified Defenses for Adversarial Patches. Training Binary Neural Networks using the Bayesian Learning Rule. AMAGOLD: Amortized Metropolis Adjustment for Efficient Stochastic Gradient MCMC. Tidying Deep Saliency Prediction Architectures. Directional Deep Embedding and Appearance Learning for Fast Video Object Segment …
Paper Group AWR 51

Paper Group AWR 51

April 3, 2020

Semantic-based End-to-End Learning for Typhoon Intensity Prediction. Deep Multi-attributed Graph Translation with Node-Edge Co-evolution. Invariant Rationalization. Non-Adversarial Video Synthesis with Learned Priors. StageNet: Stage-Aware Neural Networks for Health Risk Prediction. Cooling-Shrinking Attack: Blinding the Tracker with Imperceptible …
Paper Group AWR 52

Paper Group AWR 52

April 3, 2020

Attend to the beginning: A study on using bidirectional attention for extractive summarization. Calibration of Pre-trained Transformers. K-Core based Temporal Graph Convolutional Network for Dynamic Graphs. Comment Ranking Diversification in Forum Discussions. Going beyond accuracy: estimating homophily in social networks using predictions. State-o …