Graph Representation Learning

Paper Group AWR 10

February 2, 2020

Preferences Implicit in the State of the World. Balanced Binary Neural Networks with Gated Residual. MNIST-C: A Robustness Benchmark for Computer Vision. An Active Approach for Model Interpretation. PyTorchPipe: a framework for rapid prototyping of pipelines combining language and vision. Unsupervised Learning of Probabilistic Diffeomorphic Registr …

Paper Group AWR 53

February 2, 2020

Unsupervised Deep Learning by Neighbourhood Discovery. Online Knowledge Distillation with Diverse Peers. Deep High-Resolution Representation Learning for Visual Recognition. RetinaMask: Learning to predict masks improves state-of-the-art single-shot detection for free. Multi-stage Deep Classifier Cascades for Open World Recognition. SOLO: Segmentin …

Paper Group AWR 67

February 2, 2020

Quantum Entropy Scoring for Fast Robust Mean Estimation and Improved Outlier Detection. GraphSAINT: Graph Sampling Based Inductive Learning Method. Improving Model-based Genetic Programming for Symbolic Regression of Small Expressions. A Programmable Approach to Model Compression. Scalable Bayesian dynamic covariance modeling with variational Wisha …

Paper Group AWR 111

February 1, 2020

Using Text Embeddings for Causal Inference. INFaaS: A Model-less Inference Serving System. Distorted Representation Space Characterization Through Backpropagated Gradients. Choosing Transfer Languages for Cross-Lingual Learning. Skynet: A Top Deep RL Agent in the Inaugural Pommerman Team Competition. Saliency detection based on structural dissimila …

Paper Group AWR 139

February 1, 2020

Self-Tuning Networks: Bilevel Optimization of Hyperparameters using Structured Best-Response Functions. CUDA-Self-Organizing feature map based visual sentiment analysis of bank customer complaints for Analytical CRM. Graph Transformer for Graph-to-Sequence Learning. Market Trend Prediction using Sentiment Analysis: Lessons Learned and Paths Forward …

Paper Group AWR 263

February 1, 2020

A Scalable Hybrid Research Paper Recommender System for Microsoft Academic. A Bi-directional Transformer for Musical Chord Recognition. Exploring Deep Anomaly Detection Methods Based on Capsule Net. Topic-Enhanced Memory Networks for Personalised Point-of-Interest Recommendation. More Efficient Policy Learning via Optimal Retargeting. INFER: INterm …

Paper Group AWR 266

February 1, 2020

Learning to Propagate for Graph Meta-Learning. MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III. Evaluating Coherence in Dialogue Systems using Entailment. Cross-domain Aspect Category Transfer and Detection via Traceable Heterogeneous Graph Representation Learning. Semi-Supervised Segmentation of Salt Bodi …

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 327

February 1, 2020

GAPNet: Graph Attention based Point Neural Network for Exploiting Local Feature of Point Cloud. Fine-Tuning Language Models from Human Preferences. Implicit Regularization in Deep Matrix Factorization. Water Preservation in Soan River Basin using Deep Learning Techniques. Multi-objective Evolutionary Algorithms are Still Good: Maximizing Monotone A …

Paper Group AWR 334

February 1, 2020

GraphTSNE: A Visualization Technique for Graph-Structured Data. Neural Embedding Propagation on Heterogeneous Networks. Attention Based Pruning for Shift Networks. DANE: Domain Adaptive Network Embedding. Fast Visual Object Tracking with Rotated Bounding Boxes. SNU_IDS at SemEval-2019 Task 3: Addressing Training-Test Class Distribution Mismatch in …

Paper Group AWR 93

February 1, 2020

Selective Kernel Networks. Efficient training of energy-based models via spin-glass control. CommunityGAN: Community Detection with Generative Adversarial Nets. Utterance-level Aggregation For Speaker Recognition In The Wild. Data-Driven Neuron Allocation for Scale Aggregation Networks. Boltzmann Exploration Expectation-Maximisation. Type-Driven Au …

Paper Group AWR 96

February 1, 2020

Fixing the train-test resolution discrepancy. Neural Percussive Synthesis Parameterised by High-Level Timbral Features. Reinforcement Learning for Robotic Manipulation using Simulated Locomotion Demonstrations. A Low-Cost, Flexible and Portable Volumetric Capturing System. Wasserstein Style Transfer. Educating Text Autoencoders: Latent Representati …

Paper Group ANR 195

January 31, 2020

Malware Detection using Machine Learning and Deep Learning. Reconstructing Perceived Images from Brain Activity by Visually-guided Cognitive Representation and Adversarial Learning. Adaptive Deep Kernel Learning. Towards Interpretable Sparse Graph Representation Learning with Laplacian Pooling. Leveraging binding-site structure for drug discovery w …

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 387

January 31, 2020

Multi-class Classification without Multi-class Labels. Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approach. Doodle to Search: Practical Zero-Shot Sketch-based Image Retrieval. OpenEDS: Open Eye Dataset. HorizonNet: Learning Room Layout with 1D Representation and Pano Stretch Data Augmentation. Provably Robust …

Paper Group AWR 440

January 31, 2020

Equalizing Gender Biases in Neural Machine Translation with Word Embeddings Techniques. Graph Element Networks: adaptive, structured computation and memory. Demystifying Brain Tumour Segmentation Networks: Interpretability and Uncertainty Analysis. Believe It or Not, We Know What You Are Looking at!. Learning Edge Properties in Graphs from Path Agg …

Paper Group AWR 453

January 31, 2020

On Adversarial Removal of Hypothesis-only Bias in Natural Language Inference. Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology. Receding Horizon Curiosity. GLTR: Statistical Detection and Visualization of Generated Text. $Σ$-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR I …

Paper Group ANR 333

January 30, 2020

DeepTrax: Embedding Graphs of Financial Transactions. Helen: Maliciously Secure Coopetitive Learning for Linear Models. Clustering with Distributed Data. Linking Graph Entities with Multiplicity and Provenance. Centroid-based deep metric learning for speaker recognition. Fast Weakly Supervised Action Segmentation Using Mutual Consistency. Proving D …

Paper Group ANR 387

January 30, 2020

Meta-Learning surrogate models for sequential decision making. Open Source Face Recognition Performance Evaluation Package. Deep Meta Functionals for Shape Representation. Preselection Bandits under the Plackett-Luce Model. Automata Learning: An Algebraic Approach. Narrowing Down XML Template Expansion and Schema Validation. Resource-aware Elastic …

Paper Group ANR 550

January 29, 2020

Is it a Fruit, an Apple or a Granny Smith? Predicting the Basic Level in a Concept Hierarchy. Multi-Objective Pruning for CNNs Using Genetic Algorithm. Data augmentation with Symbolic-to-Real Image Translation GANs for Traffic Sign Recognition. Exploration via Sample-Efficient Subgoal Design. Multi-Channel Graph Convolutional Networks. Coloring gra …

Paper Group ANR 560

January 29, 2020

Independent Component Analysis based on multiple data-weighting. Efficient candidate screening under multiple tests and implications for fairness. Unsupervised Features Learning for Sampled Vector Fields. Distribution-induced Bidirectional Generative Adversarial Network for Graph Representation Learning. Adversarial Initialization – when your netw …

Paper Group ANR 561

January 29, 2020

Are You Convinced? Choosing the More Convincing Evidence with a Siamese Network. KeystoneDepth: Visualizing History in 3D. A stochastic version of Stein Variational Gradient Descent for efficient sampling. Relational Graph Representation Learning for Open-Domain Question Answering. Information Theoretic Model Predictive Q-Learning. An Analysis of S …

Paper Group ANR 643

January 29, 2020

Handling Divergent Reference Texts when Evaluating Table-to-Text Generation. Characterizing Activity on the Deep and Dark Web. CUNI System for the WMT19 Robustness Task. Literature Review of Action Recognition in the Wild. Learned Video Compression via Joint Spatial-Temporal Correlation Exploration. Online PCB Defect Detector On A New PCB Defect Da …

Paper Group ANR 693

January 29, 2020

Optimal Sketching for Kronecker Product Regression and Low Rank Approximation. Better accuracy with quantified privacy: representations learned via reconstructive adversarial network. Hierarchical Foresight: Self-Supervised Learning of Long-Horizon Tasks via Visual Subgoal Generation. Minimal Solvers for Mini-Loop Closures in 3D Multi-Scan Alignmen …

Paper Group ANR 731

January 29, 2020

Study of Robust Two-Stage Reduced-Dimension Sparsity-Aware STAP with Coprime Arrays. Conditional Adversarial Generative Flow for Controllable Image Synthesis. Siamese Neural Networks for Wireless Positioning and Channel Charting. Estimating covariance and precision matrices along subspaces. Decoupling feature propagation from the design of graph au …

Paper Group ANR 1032

January 28, 2020

Generating protein sequences from antibiotic resistance genes data using Generative Adversarial Networks. Modeling Event Propagation via Graph Biased Temporal Point Process. The principles of adaptation in organisms and machines I: machine learning, information theory, and thermodynamics. Exact and fast inversion of the approximate discrete Radon t …