Link Prediction

Paper Group AWR 273

February 1, 2020

Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding. Supervised Online Hashing via Hadamard Codebook Learning. Reconstructing continuous distributions of 3D protein structure from cryo-EM images. Node Embedding over Temporal Graphs. Minibatch Processing in Spiking Neural Networks. Improving Neural Response …

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

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 291

February 1, 2020

What the Constant Velocity Model Can Teach Us About Pedestrian Motion Prediction. CProp: Adaptive Learning Rate Scaling from Past Gradient Conformity. Detecting drug-drug interactions using artificial neural networks and classic graph similarity measures. Machine Learning and Deep Learning Algorithms for Bearing Fault Diagnostics – A Comprehensive …

Paper Group AWR 293

February 1, 2020

PaccMann$^{RL}$: Designing anticancer drugs from transcriptomic data via reinforcement learning. Finding Archetypal Spaces Using Neural Networks. GAN-based Virtual Re-Staining: A Promising Solution for Whole Slide Image Analysis. Audio Denoising with Deep Network Priors. Systematic quantitative analyses reveal the folk-zoological knowledge embedded …

Paper Group AWR 305

February 1, 2020

Unsupervised Network Embedding for Graph Visualization, Clustering and Classification. On Generalizing Detection Models for Unconstrained Environments. Learning Topological Representation for Networks via Hierarchical Sampling. SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver. MLSL: Multi-Level Self- …

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 311

February 1, 2020

A Graph Theoretic Additive Approximation of Optimal Transport. Physics-Informed Neural Networks for Power Systems. Air Learning: An AI Research Platform for Algorithm-Hardware Benchmarking of Autonomous Aerial Robots. Mockingjay: Unsupervised Speech Representation Learning with Deep Bidirectional Transformer Encoders. Robust Conditional GAN from Un …

Paper Group AWR 325

February 1, 2020

Re-Ranking Words to Improve Interpretability of Automatically Generated Topics. Medical device surveillance with electronic health records. Go-Explore: a New Approach for Hard-Exploration Problems. Multi-Task Feature Learning for Knowledge Graph Enhanced Recommendation. Is a Single Embedding Enough? Learning Node Representations that Capture Multip …

Paper Group AWR 349

February 1, 2020

Dynamic Path-Decomposed Tries. Learning Explainable Models Using Attribution Priors. Likelihood-free MCMC with Amortized Approximate Ratio Estimators. On the Discrepancy between the Theoretical Analysis and Practical Implementations of Compressed Communication for Distributed Deep Learning. Learning Hierarchy-Aware Knowledge Graph Embeddings for Li …

Paper Group AWR 360

February 1, 2020

A Multi-level procedure for enhancing accuracy of machine learning algorithms. Template-free Data-to-Text Generation of Finnish Sports News. On the (In)fidelity and Sensitivity for Explanations. Regression Concept Vectors for Bidirectional Explanations in Histopathology. ASSERT: Anti-Spoofing with Squeeze-Excitation and Residual neTworks. BMN: Boun …

Paper Group AWR 88

February 1, 2020

SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Explicit Explore-Exploit Algorithms in Continuous State Spaces. The Explanation Game: Explaining Machine Learning Models with Cooperative Game Theory. Reducing Overestimation Bias in Multi-Agent Domains Using Double Centralized Critics. Interpolation Consistency Training fo …

Paper Group ANR 101

January 31, 2020

Ridesharing with Driver Location Preferences. Hyper: Distributed Cloud Processing for Large-Scale Deep Learning Tasks. Domain Representation for Knowledge Graph Embedding. A Study of the Learnability of Relational Properties (Model Counting Meets Machine Learning). Adapting RNN Sequence Prediction Model to Multi-label Set Prediction. Vulnerability …

Paper Group ANR 143

January 31, 2020

A total variation based regularizer promoting piecewise-Lipschitz reconstructions. Language models and Automated Essay Scoring. PAN: Projective Adversarial Network for Medical Image Segmentation. Universality and individuality in neural dynamics across large populations of recurrent networks. Grape detection, segmentation and tracking using deep ne …

Paper Group ANR 145

January 31, 2020

Shared control schematic for brain controlled vehicle based on fuzzy logic. Learning Variable Impedance Control for Contact Sensitive Tasks. A Comparison of Policy Search in Joint Space and Cartesian Space for Refinement of Skills. Deep Learning for Low-Dose CT Denoising. CMR motion artifact correction using generative adversarial nets. Adaptive Ma …

Paper Group ANR 17

January 31, 2020

Recognizing Image Objects by Relational Analysis Using Heterogeneous Superpixels and Deep Convolutional Features. Autonomous Removal of Perspective Distortion for Robotic Elevator Button Recognition. Decoding Cosmological Information in Weak-Lensing Mass Maps with Generative Adversarial Networks. Breaking the cycle – Colleagues are all you need. C …

Paper Group ANR 170

January 31, 2020

On Data-Selective Learning. Hotel Recommendation System. Temporally-Biased Sampling Schemes for Online Model Management. Input-Output Equivalence of Unitary and Contractive RNNs. Supervised learning improves disease outbreak detection. Adaptive Sequence Submodularity. HEMELB Acceleration and Visualization for Cerebral Aneurysms. Motorway Traffic Fl …

Paper Group ANR 193

January 31, 2020

Continual Learning via Online Leverage Score Sampling. Parallel Iterative Edit Models for Local Sequence Transduction. Quantitative $W_1$ Convergence of Langevin-Like Stochastic Processes with Non-Convex Potential and State-Dependent Noise. Approaching Small Molecule Prioritization as a Cross-Modal Information Retrieval Task through Coordinated Rep …

Paper Group ANR 42

January 31, 2020

Deep CNN frameworks comparison for malaria diagnosis. PIE – Proving, Interpolating and Eliminating on the Basis of First-Order Logic. Logic Rules Powered Knowledge Graph Embedding. Finding Friend and Foe in Multi-Agent Games. Semi-supervised Learning Approach to Generate Neuroimaging Modalities with Adversarial Training. Multi-Stage Self-Supervise …

Paper Group ANR 60

January 31, 2020

Spatiotemporal PET reconstruction using ML-EM with learned diffeomorphic deformation. Adversarial Learning of General Transformations for Data Augmentation. Improving Heart Rate Variability Measurements from Consumer Smartwatches with Machine Learning. Augmenting Physiological Time Series Data: A Case Study for Sleep Apnea Detection. Transformer-ba …

Paper Group ANR 84

January 31, 2020

Data-driven Discovery of Emergent Behaviors in Collective Dynamics. A New Expert Questioning Approach to More Efficient Fault Localization in Ontologies. A Case for the Score: Identifying Image Anomalies using Variational Autoencoder Gradients. RLTM: An Efficient Neural IR Framework for Long Documents. Reasoning About Human-Object Interactions Thro …

Paper Group ANR 91

January 31, 2020

Multilingual ASR with Massive Data Augmentation. Composing Diverse Policies for Temporally Extended Tasks. An Introduction to Variational Autoencoders. A Joint Model for Multimodal Document Quality Assessment. A binary-activation, multi-level weight RNN and training algorithm for processing-in-memory inference with eNVM. TACAM: Topic And Context Aw …

Paper Group AWR 371

January 31, 2020

Image2StyleGAN: How to Embed Images Into the StyleGAN Latent Space?. E-LSTM-D: A Deep Learning Framework for Dynamic Network Link Prediction. Multiple Generative Models Ensemble for Knowledge-Driven Proactive Human-Computer Dialogue Agent. Residual or Gate? Towards Deeper Graph Neural Networks for Inductive Graph Representation Learning. LMLFM: Lon …

Paper Group AWR 377

January 31, 2020

Let’s Transfer Transformations of Shared Semantic Representations. 3D Point Cloud Generative Adversarial Network Based on Tree Structured Graph Convolutions. Lund jet images from generative and cycle-consistent adversarial networks. Autoregressive Policies for Continuous Control Deep Reinforcement Learning. HybridNetSeg: A Compact Hybrid Network fo …

Paper Group AWR 379

January 31, 2020

#MeTooMA: Multi-Aspect Annotations of Tweets Related to the MeToo Movement. Simple yet efficient real-time pose-based action recognition. Automatic Creation of Text Corpora for Low-Resource Languages from the Internet: The Case of Swiss German. Unsupervised Dialog Structure Learning. EATEN: Entity-aware Attention for Single Shot Visual Text Extract …

Paper Group AWR 386

January 31, 2020

Issue Framing in Online Discussion Fora. Using Synthetic Data and Deep Networks to Recognize Primitive Shapes for Object Grasping. NRPA: Neural Recommendation with Personalized Attention. DALI: a large Dataset of synchronized Audio, LyrIcs and notes, automatically created using teacher-student machine learning paradigm. CrowdFix: An Eyetracking Dat …

Paper Group AWR 393

January 31, 2020

Modeling Color Terminology Across Thousands of Languages. Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning. Transferring Robustness for Graph Neural Network Against Poisoning Attacks. A Pilot Study for Chinese SQL Semantic Parsing. Entity, Relation, and Event Extraction with Contextualized Span Representations. …

Paper Group AWR 394

January 31, 2020

Multiple-image encryption and hiding with an optical diffractive neural network. Handling Syntactic Divergence in Low-resource Machine Translation. How to Ask Better Questions? A Large-Scale Multi-Domain Dataset for Rewriting Ill-Formed Questions. FewRel 2.0: Towards More Challenging Few-Shot Relation Classification. Online Learning and Matching fo …