Q-Learning

Paper Group AWR 24

February 2, 2020

Adversarial NLI: A New Benchmark for Natural Language Understanding. CSS10: A Collection of Single Speaker Speech Datasets for 10 Languages. On Learning Paradigms for the Travelling Salesman Problem. Posterior inference unchained with EL_2O. Contrastive Multiview Coding. Meta-Learning Representations for Continual Learning. Learning What and Where …

Paper Group AWR 25

February 2, 2020

DRIT++: Diverse Image-to-Image Translation via Disentangled Representations. Approximating two value functions instead of one: towards characterizing a new family of Deep Reinforcement Learning algorithms. Bidirectional Learning for Domain Adaptation of Semantic Segmentation. From the Paft to the Fiiture: a Fully Automatic NMT and Word Embeddings M …

Paper Group AWR 40

February 2, 2020

Probing Natural Language Inference Models through Semantic Fragments. Facet-Aware Evaluation for Extractive Text Summarization. SQIL: Imitation Learning via Reinforcement Learning with Sparse Rewards. Conditional Single-view Shape Generation for Multi-view Stereo Reconstruction. Practical Lossless Compression with Latent Variables using Bits Back C …

Paper Group AWR 63

February 2, 2020

Survival Function Matching for Calibrated Time-to-Event Predictions. Diagnosing Bottlenecks in Deep Q-learning Algorithms. DM-GAN: Dynamic Memory Generative Adversarial Networks for Text-to-Image Synthesis. Differentiable Surface Splatting for Point-based Geometry Processing. BLiMP: A Benchmark of Linguistic Minimal Pairs for English. Generating Di …

Paper Group AWR 136

February 1, 2020

Unified Sample-Optimal Property Estimation in Near-Linear Time. Detecting and Tracking Small Moving Objects in Wide Area Motion Imagery (WAMI) Using Convolutional Neural Networks (CNNs). Reinforcement Learning for Channel Coding: Learned Bit-Flipping Decoding. Adaptive Discretization for Episodic Reinforcement Learning in Metric Spaces. Robust Poin …

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 155

February 1, 2020

Learning-based Optimization of the Under-sampling Pattern in MRI. Self-Supervised Learning For Few-Shot Image Classification. Genetic Algorithm for the 0/1 Multidimensional Knapsack Problem. BERT for Evidence Retrieval and Claim Verification. Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning. TextCaps : Handwritten Char …

Paper Group AWR 168

February 1, 2020

GACNN: Training Deep Convolutional Neural Networks with Genetic Algorithm. Grid R-CNN Plus: Faster and Better. WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection. EviDense: a Graph-based Method for Finding Unique High-impact Events with Succinct Keyword-based Descriptions. Memory-Driven Mixed Low Precision Quantization …

Paper Group AWR 180

February 1, 2020

AI Feynman: a Physics-Inspired Method for Symbolic Regression. Neural Logic Machines. Enhancing Relation Extraction Using Syntactic Indicators and Sentential Contexts. BioFLAIR: Pretrained Pooled Contextualized Embeddings for Biomedical Sequence Labeling Tasks. Baconian: A Unified Opensource Framework for Model-Based Reinforcement Learning. Revisit …

Paper Group AWR 195

February 1, 2020

MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance. A Deep Learning Approach to Grasping the Invisible. Simple and Effective Paraphrastic Similarity from Parallel Translations. Fisher-Bures Adversary Graph Convolutional Networks. Evaluation Benchmarks and Learning Criteria for Discourse-Aware Sentence Rep …

Paper Group AWR 197

February 1, 2020

Towards Analyzing Semantic Robustness of Deep Neural Networks. Neural Network Distiller: A Python Package For DNN Compression Research. Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature Fusion. Adversarial Out-domain Examples for Generative Models. Multi-Agent Deep Reinforcement Learning for Large-scale Traffic …

Paper Group AWR 208

February 1, 2020

Augmentation for small object detection. ID-aware Quality for Set-based Person Re-identification. Similarity-DT: Kernel Similarity Embedding for Dynamic Texture Synthesis. Semantics-Aligned Representation Learning for Person Re-identification. MHP-VOS: Multiple Hypotheses Propagation for Video Object Segmentation. PRECOG: PREdiction Conditioned On …

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 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 276

February 1, 2020

75 Languages, 1 Model: Parsing Universal Dependencies Universally. FedMD: Heterogenous Federated Learning via Model Distillation. Learning distant cause and effect using only local and immediate credit assignment. Competing Neural Networks for Robust Control of Nonlinear Systems. Bayesian Estimation of Mixed Multinomial Logit Models: Advances and S …

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 304

February 1, 2020

Federated Learning with Additional Mechanisms on Clients to Reduce Communication Costs. Only sparsity based loss function for learning representations. Towards Learning of Filter-Level Heterogeneous Compression of Convolutional Neural Networks. Learning Parallax Attention for Stereo Image Super-Resolution. adVAE: A self-adversarial variational auto …

Paper Group AWR 316

February 1, 2020

Unsupervised Speech Domain Adaptation Based on Disentangled Representation Learning for Robust Speech Recognition. Learning Generalizable Representations via Diverse Supervision. Exploring large scale public medical image datasets. Graph Construction from Data using Non Negative Kernel regression (NNK Graphs). Adversarial Learning of Disentangled a …

Paper Group AWR 319

February 1, 2020

ConEx: Efficient Exploration of Big-Data System Configurations for Better Performance. Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM. Learning Convolutional Transforms for Lossy Point Cloud Geometry Compression. Trained Quantization Thresholds for Accurate and Efficient Fixed-Point Inferen …

Paper Group AWR 366

February 1, 2020

Robust sound event detection in bioacoustic sensor networks. Learning Metrics from Teachers: Compact Networks for Image Embedding. SciBERT: A Pretrained Language Model for Scientific Text. Noisy Supervision for Correcting Misaligned Cadaster Maps Without Perfect Ground Truth Data. Learning to synthesise the ageing brain without longitudinal data. A …

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 105

January 31, 2020

Recovering Localized Adversarial Attacks. A 20-Year Community Roadmap for Artificial Intelligence Research in the US. Enhancing Clinical Concept Extraction with Contextual Embeddings. DeGraF-Flow: Extending DeGraF Features for accurate and efficient sparse-to-dense optical flow estimation. Reinforcement Learning with Low-Complexity Liquid State Mac …

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 129

January 31, 2020

Distributed Deep Learning Strategies For Automatic Speech Recognition. MMTM: Multimodal Transfer Module for CNN Fusion. A3GAN: An Attribute-aware Attentive Generative Adversarial Network for Face Aging. Leveraging External Knowledge for Out-Of-Vocabulary Entity Labeling. BUOCA: Budget-Optimized Crowd Worker Allocation. Copy-Enhanced Heterogeneous I …

Paper Group ANR 14

January 31, 2020

Distinguishing between Normal and Cancer Cells Using Autoencoder Node Saliency. ISL: Optimal Policy Learning With Optimal Exploration-Exploitation Trade-Off. Visualization of Very Large High-Dimensional Data Sets as Minimum Spanning Trees. Adaptive Genomic Evolution of Neural Network Topologies (AGENT) for State-to-Action Mapping in Autonomous Agen …

Paper Group ANR 153

January 31, 2020

Learning Heuristics over Large Graphs via Deep Reinforcement Learning. Optimal translational-rotational invariant dictionaries for images. Generative Model for Zero-Shot Sketch-Based Image Retrieval. Life is Random, Time is Not: Markov Decision Processes with Window Objectives. Energy Demand Prediction with Federated Learning for Electric Vehicle N …

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 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 …