Multi-agent Reinforcement Learning

Paper Group AWR 38

February 2, 2020

Explainable Knowledge Graph-based Recommendation via Deep Reinforcement Learning. Partially Encrypted Machine Learning using Functional Encryption. The Design and Implementation of a Real Time Visual Search System on JD E-commerce Platform. SaLite : A light-weight model for salient object detection. ntuer at SemEval-2019 Task 3: Emotion Classificat …

Paper Group AWR 65

February 2, 2020

GANSynth: Adversarial Neural Audio Synthesis. Color Recognition for Rubik’s Cube Robot. Accelerating Self-Play Learning in Go. Building a Computer Mahjong Player via Deep Convolutional Neural Networks. Functional Isolation Forest. Multiple Landmark Detection using Multi-Agent Reinforcement Learning. Self-Supervised Unconstrained Illumination Invari …

Paper Group AWR 129

February 1, 2020

Acoustic Scene Classification by Implicitly Identifying Distinct Sound Events. A Remote Sensing Image Dataset for Cloud Removal. Learning Transferable Cooperative Behavior in Multi-Agent Teams. Learning to Identify High Betweenness Centrality Nodes from Scratch: A Novel Graph Neural Network Approach. In Defense of the Triplet Loss Again: Learning R …

Paper Group AWR 135

February 1, 2020

Context-Aware Sentence/Passage Term Importance Estimation For First Stage Retrieval. The Woman Worked as a Babysitter: On Biases in Language Generation. Learning Implicitly Recurrent CNNs Through Parameter Sharing. Making Fast Graph-based Algorithms with Graph Metric Embeddings. Make Skeleton-based Action Recognition Model Smaller, Faster and Bette …

Paper Group AWR 142

February 1, 2020

Privacy-Preserving Obfuscation of Critical Infrastructure Networks. Addressing Marketing Bias in Product Recommendations. Multi-view Information-theoretic Co-clustering for Co-occurrence Data. D2-Net: A Trainable CNN for Joint Detection and Description of Local Features. The Second Conversational Intelligence Challenge (ConvAI2). Towards Characteri …

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 194

February 1, 2020

Adaptive Posterior Learning: few-shot learning with a surprise-based memory module. Learning to Balance: Bayesian Meta-Learning for Imbalanced and Out-of-distribution Tasks. Reinforcement Learning from Hierarchical Critics. ACNN: a Full Resolution DCNN for Medical Image Segmentation. Quality-Gated Convolutional LSTM for Enhancing Compressed Video. …

Paper Group AWR 214

February 1, 2020

Parsimonious Black-Box Adversarial Attacks via Efficient Combinatorial Optimization. COMET: Commonsense Transformers for Automatic Knowledge Graph Construction. Similarity Learning via Kernel Preserving Embedding. Robust Building-based Registration of Airborne LiDAR Data and Optical Imagery on Urban Scenes. CityFlow: A Multi-Agent Reinforcement Lea …

Paper Group AWR 215

February 1, 2020

Downhole Track Detection via Multiscale Conditional Generative Adversarial Nets. Atlas: A Dataset and Benchmark for E-commerce Clothing Product Categorization. Deep Recurrent Q-Learning vs Deep Q-Learning on a simple Partially Observable Markov Decision Process with Minecraft. Detecting Extrapolation with Local Ensembles. Brain-Like Object Recognit …

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 243

February 1, 2020

Fashion Image Retrieval with Capsule Networks. Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation. Efficient Covariance Estimation from Temporal Data. Neumann Networks for Inverse Problems in Imaging. The Regression Tsetlin Machine: A Tsetlin Machine for Continuous Output Problems. Using Local Knowledge Graph Cons …

Paper Group AWR 255

February 1, 2020

AeroRIT: A New Scene for Hyperspectral Image Analysis. REflex: Flexible Framework for Relation Extraction in Multiple Domains. Inferring Distributions Over Depth from a Single Image. Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN. DD-PPO: Learning Near-Perfect PointGoal Navigators from 2.5 Billion …

Paper Group AWR 264

February 1, 2020

SemEval-2019 Task 6: Identifying and Categorizing Offensive Language in Social Media (OffensEval). Simultaneous Semantic Segmentation and Outlier Detection in Presence of Domain Shift. Graph Residual Flow for Molecular Graph Generation. Attention Based Glaucoma Detection: A Large-scale Database and CNN Model. Studying the Inductive Biases of RNNs w …

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 116

January 31, 2020

Stabilized SVRG: Simple Variance Reduction for Nonconvex Optimization. Conditioned Query Generation for Task-Oriented Dialogue Systems. Low-resource Deep Entity Resolution with Transfer and Active Learning. NCLS: Neural Cross-Lingual Summarization. Revisit Lmser and its further development based on convolutional layers. Mixout: Effective Regulariza …

Paper Group ANR 118

January 31, 2020

A Statistical Defense Approach for Detecting Adversarial Examples. Concise and Effective Network for 3D Human Modeling from Orthogonal Silhouettes. Understanding the Radical Mind: Identifying Signals to Detect Extremist Content on Twitter. HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion. Momentum in Reinforcement Learning. …

Paper Group ANR 119

January 31, 2020

Multi-Agent Game Abstraction via Graph Attention Neural Network. Predicting Food Security Outcomes Using Convolutional Neural Networks (CNNs) for Satellite Tasking. Location Trace Privacy Under Conditional Priors. Learning 3D Navigation Protocols on Touch Interfaces with Cooperative Multi-Agent Reinforcement Learning. Agora: Towards An Open Ecosyst …

Paper Group ANR 165

January 31, 2020

Verification of Neural Network Control Policy Under Persistent Adversarial Perturbation. Promoting Coordination through Policy Regularization in Multi-Agent Deep Reinforcement Learning. NLP Driven Ensemble Based Automatic Subtitle Generation and Semantic Video Summarization Technique. Simple iterative method for generating targeted universal advers …

Paper Group ANR 178

January 31, 2020

Curvature-Exploiting Acceleration of Elastic Net Computations. Block-Randomized Stochastic Proximal Gradient for Low-Rank Tensor Factorization. Unsupervised Deep Learning for Ultra-reliable and Low-latency Communications. Bayesian Network Models for Incomplete and Dynamic Data. Syntactic Recurrent Neural Network for Authorship Attribution. Gaussian …

Paper Group ANR 39

January 31, 2020

A Review of Machine Learning Applications in Fuzzing. In Hindsight: A Smooth Reward for Steady Exploration. Complementary reinforcement learning towards explainable agents. What is Local Optimality in Nonconvex-Nonconcave Minimax Optimization?. One-Class Classification by Ensembles of Regression models – a detailed study. FisheyeMultiNet: Real-tim …

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 68

January 31, 2020

Data-driven approximation of the Koopman generator: Model reduction, system identification, and control. Multi-task Learning for Japanese Predicate Argument Structure Analysis. Optimization for Reinforcement Learning: From Single Agent to Cooperative Agents. A Spectral Approach to Unsupervised Object Segmentation in Video. Argument Invention from F …

Paper Group ANR 82

January 31, 2020

A new nonlocal forward model for diffuse optical tomography. Independence Promoted Graph Disentangled Networks. A Distribution Dependent and Independent Complexity Analysis of Manifold Regularization. Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation. Transforming Complex Sentences into a …

Paper Group ANR 9

January 31, 2020

Descriptive evaluation of students using fuzzy approximate reasoning. Crowdsourcing via Pairwise Co-occurrences: Identifiability and Algorithms. OmniDRL: Robust Pedestrian Detection using Deep Reinforcement Learning on Omnidirectional Cameras. Towards Neural-Guided Program Synthesis for Linear Temporal Logic Specifications. SSA-CNN: Semantic Self-A …

Paper Group AWR 372

January 31, 2020

DeepSEED: 3D Squeeze-and-Excitation Encoder-Decoder Convolutional Neural Networks for Pulmonary Nodule Detection. TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning. Deep Coordination Graphs. Controllable Artistic Text Style Transfer via Shape-Matching GAN. Deep Variational Koopman Models: Inferring Koopman Observations for Uncertainty-A …

Paper Group AWR 390

January 31, 2020

Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers. A fast, complete, point cloud based loop closure for LiDAR odometry and mapping. Learning a smooth kernel regularizer for convolutional neural networks. Developing a Fine-Grained Corpus for a Less-resourced Language: the case of Kurdish. Evaluating Recurr …

Paper Group AWR 404

January 31, 2020

Chunkflow: Distributed Hybrid Cloud Processing of Large 3D Images by Convolutional Nets. Vertebrae Detection and Localization in CT with Two-Stage CNNs and Dense Annotations. MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning. Searching to Exploit Memorization Effect in Learning from Corrupted Labels. ATMSeer: Increasing Transp …

Paper Group AWR 446

January 31, 2020

Cap2Det: Learning to Amplify Weak Caption Supervision for Object Detection. DCSO: Dynamic Combination of Detector Scores for Outlier Ensembles. Retrospective and Prospective Mixture-of-Generators for Task-oriented Dialogue Response Generation. Trident Segmentation CNN: A Spatiotemporal Transformation CNN for Punctate White Matter Lesions Segmentati …