Efficient Exploration

Paper Group AWR 101

February 1, 2020

FreeLabel: A Publicly Available Annotation Tool based on Freehand Traces. Interactive-Predictive Neural Machine Translation through Reinforcement and Imitation. Spatially and Temporally Efficient Non-local Attention Network for Video-based Person Re-Identification. A neural network oracle for quantum nonlocality problems in networks. ROI Pooled Cor …

Paper Group AWR 143

February 1, 2020

Learning document embeddings along with their uncertainties. Continual Reinforcement Learning in 3D Non-stationary Environments. BioBERT: a pre-trained biomedical language representation model for biomedical text mining. Learning to Denoise Distantly-Labeled Data for Entity Typing. Neural Contextual Bandits with UCB-based Exploration. Semi-Conditio …

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 256

February 1, 2020

Efficient Exploration via State Marginal Matching. Heavy-Tailed Universality Predicts Trends in Test Accuracies for Very Large Pre-Trained Deep Neural Networks. From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality. Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation. T …

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 395

January 31, 2020

GeoTrackNet-A Maritime Anomaly Detector using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection. Efficient Off-Policy Meta-Reinforcement Learning via Probabilistic Context Variables. Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation. Scientific Stateme …

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 AWR 456

January 31, 2020

FasterSeg: Searching for Faster Real-time Semantic Segmentation. BOBBY2: Buffer Based Robust High-Speed Object Tracking. Unsupervised Neural Quantization for Compressed-Domain Similarity Search. Revealing the Importance of Semantic Retrieval for Machine Reading at Scale. Random Pairwise Shapelets Forest. SurfCon: Synonym Discovery on Privacy-Aware …

Paper Group ANR 428

January 30, 2020

Multi-Path Policy Optimization. Towards Better Understanding of Adaptive Gradient Algorithms in Generative Adversarial Nets. MAME : Model-Agnostic Meta-Exploration. Gumbel-Matrix Routing for Flexible Multi-task Learning. Thompson Sampling for Combinatorial Network Optimization in Unknown Environments. A Lexical, Syntactic, and Semantic Perspective …

Paper Group ANR 430

January 30, 2020

Mining GOLD Samples for Conditional GANs. Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference. Natural Language Generation at Scale: A Case Study for Open Domain Question Answering. $\sqrt{n}$-Regret for Learning in Markov Decision Processes with Function Approximation and Low Bellman Rank. The double traveli …

Paper Group ANR 434

January 30, 2020

A New Local Transformation Module for Few-shot Segmentation. Neural Stochastic Differential Equations: Deep Latent Gaussian Models in the Diffusion Limit. CERTIFAI: Counterfactual Explanations for Robustness, Transparency, Interpretability, and Fairness of Artificial Intelligence models. DeepDA: LSTM-based Deep Data Association Network for Multi-Ta …

Paper Group ANR 453

January 30, 2020

Using association rule mining and ontologies to generate metadata recommendations from multiple biomedical databases. Constrained Generative Adversarial Networks for Interactive Image Generation. Multi-Gradient Descent for Multi-Objective Recommender Systems. Reinforcement Learning of Minimalist Numeral Grammars. Detecting Multiple Speech Disfluenc …

Paper Group ANR 518

January 29, 2020

Self-supervised Data Bootstrapping for Deep Optical Character Recognition of Identity Documents. Bayesian Curiosity for Efficient Exploration in Reinforcement Learning. Attention-based Fusion for Multi-source Human Image Generation. Towards non-toxic landscapes: Automatic toxic comment detection using DNN. Multimodal deep networks for text and imag …

Paper Group ANR 619

January 29, 2020

L2RS: A Learning-to-Rescore Mechanism for Automatic Speech Recognition. VizWiz Dataset Browser: A Tool for Visualizing Machine Learning Datasets. Robust Zero-Shot Cross-Domain Slot Filling with Example Values. Structural Material Property Tailoring Using Deep Neural Networks. A machine learning approach for underwater gas leakage detection. The Min …

Paper Group ANR 629

January 29, 2020

Fast Non-Parametric Learning to Accelerate Mixed-Integer Programming for Online Hybrid Model Predictive Control. ERASER: A Benchmark to Evaluate Rationalized NLP Models. Automatic Acrostic Couplet Generation with Three-Stage Neural Network Pipelines. Reliable and Explainable Machine Learning Methods for Accelerated Material Discovery. Efficient Sem …

Paper Group ANR 797

January 28, 2020

Symphony of high-dimensional brain. Deep-learning-based Breast CT for Radiation Dose Reduction. Neuromorphic Electronic Systems for Reservoir Computing. Approximation Rates for Neural Networks with General Activation Functions. AugFPN: Improving Multi-scale Feature Learning for Object Detection. Learning to Score Behaviors for Guided Policy Optimiz …

Paper Group ANR 952

January 28, 2020

Backprop Diffusion is Biologically Plausible. Real-time Multiple People Hand Localization in 4D Point Clouds. DeepJSCC-f: Deep Joint-Source Channel Coding of Images with Feedback. A Hamilton-Jacobi Reachability-Based Framework for Predicting and Analyzing Human Motion for Safe Planning. Quantum Latent Semantic Analysis. Parity Models: A General Fra …

Paper Group ANR 955

January 28, 2020

Pixel-Wise PolSAR Image Classification via a Novel Complex-Valued Deep Fully Convolutional Network. What’s in my Room? Object Recognition on Indoor Panoramic Images. Brain-Inspired Inference on Missing Video Sequence. Improving a State-of-the-Art Heuristic for the Minimum Latency Problem with Data Mining. Large-scale text processing pipeline with A …

Paper Group ANR 971

January 28, 2020

Experience Management in Multi-player Games. Object Placement on Cluttered Surfaces: A Nested Local Search Approach. Directed Exploration for Reinforcement Learning. Self-Supervised Exploration via Disagreement. Parallel Computation of Graph Embeddings. Learning Efficient and Effective Exploration Policies with Counterfactual Meta Policy. Compare M …

Paper Group ANR 1127

January 27, 2020

Efficient Decremental Learning Algorithms for Broad Learning System. UWB-GCN: Accelerating Graph Convolutional Networks through Runtime Workload Rebalancing. Learning Temporal Action Proposals With Fewer Labels. Policies for constraining the behaviour of coalitions of agents in the context of algebraic information theory. Foothill: A Quasiconvex Re …

Paper Group ANR 1312

January 27, 2020

Quick, Stat!: A Statistical Analysis of the Quick, Draw! Dataset. Deep Learning for Visual Recognition of Environmental Enteropathy and Celiac Disease. Deep Neural Linear Bandits: Overcoming Catastrophic Forgetting through Likelihood Matching. A Convolutional Neural Network for Language-Agnostic Source Code Summarization. What Do Single-view 3D Rec …

Paper Group ANR 1327

January 27, 2020

Viterbi Extraction tutorial with Hidden Markov Toolkit. Breaking the Spatio-Angular Trade-off for Light Field Super-Resolution via LSTM Modelling on Epipolar Plane Images. A Forest from the Trees: Generation through Neighborhoods. Selective prediction-set models with coverage guarantees. Escaping Saddle Points for Zeroth-order Nonconvex Optimizatio …

Paper Group ANR 1427

January 26, 2020

Object-Aware Instance Labeling for Weakly Supervised Object Detection. Large e-retailer image dataset for visual search and product classification. Accurate Global Trajectory Alignment using Poles and Road Markings. Throughput Prediction of Asynchronous SGD in TensorFlow. Real-World Image Datasets for Federated Learning. RevealNet: Seeing Behind Ob …

Paper Group ANR 1529

January 26, 2020

DC-SPP-YOLO: Dense Connection and Spatial Pyramid Pooling Based YOLO for Object Detection. Using Sub-Optimal Plan Detection to Identify Commitment Abandonment in Discrete Environments. Generating Questions for Knowledge Bases via Incorporating Diversified Contexts and Answer-Aware Loss. Self-Imitation Learning via Trajectory-Conditioned Policy for …

Paper Group ANR 1533

January 26, 2020

The African Wildlife Ontology tutorial ontologies: requirements, design, and content. Neural Network Verification for the Masses (of AI graduates). Challenging On Car Racing Problem from OpenAI gym. Real-Time and Embedded Deep Learning on FPGA for RF Signal Classification. Short-Term Prediction and Multi-Camera Fusion on Semantic Grids. VASE: Varia …

Paper Group ANR 1581

January 26, 2020

Non-discriminative data or weak model? On the relative importance of data and model resolution. Implicit Generative Modeling for Efficient Exploration. All SMILES Variational Autoencoder. DeepCheck: A Non-intrusive Control-flow Integrity Checking based on Deep Learning. GPT-based Generation for Classical Chinese Poetry. Histogram Transform Ensemble …

Paper Group ANR 1710

January 25, 2020

A Computer Vision Application for Assessing Facial Acne Severity from Selfie Images. Multi-task human analysis in still images: 2D/3D pose, depth map, and multi-part segmentation. Supervised Negative Binomial Classifier for Probabilistic Record Linkage. Validating Weak-form Market Efficiency in United States Stock Markets with Trend Deterministic P …

Paper Group ANR 1776

January 25, 2020

In Perfect Shape: Certifiably Optimal 3D Shape Reconstruction from 2D Landmarks. A Stack-Propagation Framework with Token-Level Intent Detection for Spoken Language Understanding. Job Prediction: From Deep Neural Network Models to Applications. Novelty Detection Via Blurring. Measurement and Fairness. Flow-Distilled IP Two-Stream Networks for Compr …