Metric Learning

Paper Group AWR 41

Paper Group AWR 41

February 2, 2020

MUREL: Multimodal Relational Reasoning for Visual Question Answering. Rates of Convergence for Sparse Variational Gaussian Process Regression. Sliced Wasserstein Generative Models. Unifying Knowledge Graph Learning and Recommendation: Towards a Better Understanding of User Preferences. Frequency Principle: Fourier Analysis Sheds Light on Deep Neura …
Paper Group AWR 43

Paper Group AWR 43

February 2, 2020

ACNet: Strengthening the Kernel Skeletons for Powerful CNN via Asymmetric Convolution Blocks. Deep Iterative and Adaptive Learning for Graph Neural Networks. Rethinking Softmax Cross-Entropy Loss for Adversarial Robustness. MONet: Unsupervised Scene Decomposition and Representation. ChromaGAN: Adversarial Picture Colorization with Semantic Class Di …
Paper Group AWR 45

Paper Group AWR 45

February 2, 2020

SelFlow: Self-Supervised Learning of Optical Flow. RUBi: Reducing Unimodal Biases in Visual Question Answering. ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering. Synthesis of Biologically Realistic Human Motion Using Joint Torque Actuation. Universal Boosting Variational Inference. SummAE: Zero-Shot Abstractive …
Paper Group AWR 46

Paper Group AWR 46

February 2, 2020

Does BERT agree? Evaluating knowledge of structure dependence through agreement relations. Maybe Deep Neural Networks are the Best Choice for Modeling Source Code. Second-order Co-occurrence Sensitivity of Skip-Gram with Negative Sampling. Generalized Intersection over Union: A Metric and A Loss for Bounding Box Regression. SpanBERT: Improving Pre- …
Paper Group AWR 50

Paper Group AWR 50

February 2, 2020

Creativity Inspired Zero-Shot Learning. Towards Finding Longer Proofs. Learning to Cluster Faces on an Affinity Graph. DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing. Guiding Theorem Proving by Recurrent Neural Networks. UWGAN: Underwater GAN for Real-world Underwater Color Restoration and Dehazing. Vide …
Paper Group AWR 59

Paper Group AWR 59

February 2, 2020

Using cameras for precise measurement of two-dimensional plant features: CASS. Person Re-identification with Bias-controlled Adversarial Training. Unsupervised Tracklet Person Re-Identification. Non-Rigid Point Set Registration Networks. On Recurrent Neural Networks for Sequence-based Processing in Communications. Metric Attack and Defense for Pers …
Paper Group AWR 104

Paper Group AWR 104

February 1, 2020

Gated-GAN: Adversarial Gated Networks for Multi-Collection Style Transfer. Attention-aware Multi-stroke Style Transfer. Polyglot Contextual Representations Improve Crosslingual Transfer. Billion-scale semi-supervised learning for image classification. HELP: A Dataset for Identifying Shortcomings of Neural Models in Monotonicity Reasoning. Recommend …
Paper Group AWR 105

Paper Group AWR 105

February 1, 2020

Convolutional neural networks: a magic bullet for gravitational-wave detection?. Coherent Semantic Attention for Image Inpainting. FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge. Adversarial Attacks on Deep Learning Models in Natural Language Processing: A Survey. Interpretable Deep Learning in Drug Discovery. …
Paper Group AWR 132

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 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 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 219

Paper Group AWR 219

February 1, 2020

Deep interpretable architecture for plant diseases classification. Spherical Text Embedding. Metric Learning for Adversarial Robustness. Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer. DINGO: Distributed Newton-Type Method for Gradient-Norm Optimization. Unsupervised Keypoint Learning for Guiding Class-Conditional …
Paper Group AWR 223

Paper Group AWR 223

February 1, 2020

Adding Intuitive Physics to Neural-Symbolic Capsules Using Interaction Networks. Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning. FLO: Fast and Lightweight Hyperparameter Optimization for AutoML. End-to-End Probabilistic Inference for Nonstationary Audio Analysis. 3D Convolutional Neural Networks Image Registration Based …
Paper Group AWR 227

Paper Group AWR 227

February 1, 2020

The StarCraft Multi-Agent Challenge. Mapping Informal Settlements in Developing Countries using Machine Learning and Low Resolution Multi-spectral Data. Semantic Graph Convolutional Networks for 3D Human Pose Regression. Learning Invariant Representations of Social Media Users. DOVER: A Method for Combining Diarization Outputs. Protecting Geolocati …
Paper Group AWR 231

Paper Group AWR 231

February 1, 2020

Rule-Guided Compositional Representation Learning on Knowledge Graphs. DataLearner: A Data Mining and Knowledge Discovery Tool for Android Smartphones and Tablets. Partial Order Pruning: for Best Speed/Accuracy Trade-off in Neural Architecture Search. Neural Language Models as Psycholinguistic Subjects: Representations of Syntactic State. Bridging …
Paper Group AWR 239

Paper Group AWR 239

February 1, 2020

Curriculum Learning for Cumulative Return Maximization. ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection. Statistical Model Aggregation via Parameter Matching. Deep Learning Based Chatbot Models. Data assimilation in Agent-based models using creation and annihilation operators. A Capsule Network-based Model fo …
Paper Group AWR 240

Paper Group AWR 240

February 1, 2020

The Ramanujan Machine: Automatically Generated Conjectures on Fundamental Constants. Ranked List Loss for Deep Metric Learning. Fast Enhanced CT Metal Artifact Reduction using Data Domain Deep Learning. Trouble with the Curve: Predicting Future MLB Players Using Scouting Reports. Explaining Deep Learning-Based Networked Systems. Learning Partial Di …
Paper Group AWR 251

Paper Group AWR 251

February 1, 2020

Evaluating Non-aligned Musical Score Transcriptions with MV2H. MIM: Mutual Information Machine. StructEdit: Learning Structural Shape Variations. Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models. Ward2ICU: A Vital Signs Dataset of Inpatients from the General Ward. Learning a Local Symmetry with Neural-Networks. Hardne …
Paper Group AWR 252

Paper Group AWR 252

February 1, 2020

MeteorNet: Deep Learning on Dynamic 3D Point Cloud Sequences. SENSE: a Shared Encoder Network for Scene-flow Estimation. Improving the generalizability of convolutional neural network-based segmentation on CMR images. Attenuating Bias in Word Vectors. An optical diffractive deep neural network with multiple frequency-channels. Learning Exploration …
Paper Group AWR 253

Paper Group AWR 253

February 1, 2020

Variational Prototyping-Encoder: One-Shot Learning with Prototypical Images. ‘Skimming-Perusal’ Tracking: A Framework for Real-Time and Robust Long-term Tracking. Where are the Masks: Instance Segmentation with Image-level Supervision. Supervised Multimodal Bitransformers for Classifying Images and Text. Attentive Neural Processes. Exchangeable Gen …
Paper Group AWR 265

Paper Group AWR 265

February 1, 2020

Continuous Meta-Learning without Tasks. Exact Combinatorial Optimization with Graph Convolutional Neural Networks. Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets. Metric Learning for Dynamic Text Classification. Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling. Rethinking Zero …
Paper Group AWR 275

Paper Group AWR 275

February 1, 2020

Beyond Product Quantization: Deep Progressive Quantization for Image Retrieval. A Model to Search for Synthesizable Molecules. Binarized Knowledge Graph Embeddings. OpenBioLink: A benchmarking framework for large-scale biomedical link prediction. FastFusionNet: New State-of-the-Art for DAWNBench SQuAD. A Hitchhiker’s Guide to Statistical Comparison …
Paper Group AWR 287

Paper Group AWR 287

February 1, 2020

Exploiting the Redundancy in Convolutional Filters for Parameter Reduction. Animal Detection in Man-made Environments. Evaluating Commonsense in Pre-trained Language Models. Collaborative Translational Metric Learning. A Bi-Directional Co-Design Approach to Enable Deep Learning on IoT Devices. Compressing Gradient Optimizers via Count-Sketches. Ass …
Paper Group AWR 290

Paper Group AWR 290

February 1, 2020

Effective parameter estimation methods for an ExcitNet model in generative text-to-speech systems. PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AI. Variational Pretraining for Semi-supervised Text Classification. Towards Verified Stochastic Variational Inference for Probabilistic Programs. Po …
Paper Group AWR 307

Paper Group AWR 307

February 1, 2020

Geometric Graph Convolutional Neural Networks. Predicting Prosodic Prominence from Text with Pre-trained Contextualized Word Representations. Recurrent Space-time Graph Neural Networks. Extracting PICO elements from RCT abstracts using 1-2gram analysis and multitask classification. One Size Does Not Fit All: Multi-Scale, Cascaded RNNs for Radar Cla …
Paper Group AWR 308

Paper Group AWR 308

February 1, 2020

Airbnb Price Prediction Using Machine Learning and Sentiment Analysis. Information Bottleneck Methods on Convolutional Neural Networks. Evaluating the State-of-the-Art of End-to-End Natural Language Generation: The E2E NLG Challenge. Modelling Stopping Criteria for Search Results using Poisson Processes. The Shmoop Corpus: A Dataset of Stories with …
Paper Group AWR 309

Paper Group AWR 309

February 1, 2020

Cross View Fusion for 3D Human Pose Estimation. Blind Super-Resolution Kernel Estimation using an Internal-GAN. TabNet: Attentive Interpretable Tabular Learning. Large-scale Landmark Retrieval/Recognition under a Noisy and Diverse Dataset. Handheld Multi-Frame Super-Resolution. A Deep Learning System for Predicting Size and Fit in Fashion E-Commerc …
Paper Group AWR 321

Paper Group AWR 321

February 1, 2020

Spatial Search Strategies for Open Government Data: A Systematic Comparison. A Cone-Beam X-Ray CT Data Collection designed for Machine Learning. Progressive Differentiable Architecture Search: Bridging the Depth Gap between Search and Evaluation. Image Super-Resolution by Neural Texture Transfer. 3D Object Recognition with Ensemble Learning — A S …