Neural Architecture Search

Paper Group ANR 216

Paper Group ANR 216

April 2, 2020

TREC CAsT 2019: The Conversational Assistance Track Overview. Multi-task Learning with Multi-head Attention for Multi-choice Reading Comprehension. Incorporating BERT into Neural Machine Translation. Demographic Bias in Presentation Attack Detection of Iris Recognition Systems. Robust Iris Presentation Attack Detection Fusing 2D and 3D Information. …
Paper Group ANR 226

Paper Group ANR 226

April 2, 2020

Ranking a set of objects: a graph based least-square approach. MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning. Active Preference Elicitation via Adjustable Robust Optimization. Multi-Task Reinforcement Learning with Soft Modularization. Learned Weight Sharing for Deep Multi-Task Learning by Natural Evo …
Paper Group ANR 248

Paper Group ANR 248

April 2, 2020

Bayesian Neural Architecture Search using A Training-Free Performance Metric. On the Sample Complexity of Adversarial Multi-Source PAC Learning. Efficiently Learning and Sampling Interventional Distributions from Observations. From Kinematics To Dynamics: Estimating Center of Pressure and Base of Support from Video Frames of Human Motion. Zeroth-Or …
Paper Group ANR 251

Paper Group ANR 251

April 2, 2020

Density-Aware Graph for Deep Semi-Supervised Visual Recognition. Shortest path distance approximation using deep learning techniques. COVID-19 Screening on Chest X-ray Images Using Deep Learning based Anomaly Detection. Grounded Situation Recognition. Bootstrapping Weakly Supervised Segmentation-free Word Spotting through HMM-based Alignment. Tenso …
Paper Group ANR 280

Paper Group ANR 280

April 2, 2020

An IoT-Based System: Big Urban Traffic Data Mining Through Airborne Pollutant Gases Analysis. Cross-layer Feature Pyramid Network for Salient Object Detection. Depthwise Non-local Module for Fast Salient Object Detection Using a Single Thread. ImmuNetNAS: An Immune-network approach for searching Convolutional Neural Network Architectures. Searching …
Paper Group ANR 299

Paper Group ANR 299

April 2, 2020

The utility of tactile force to autonomous learning of in-hand manipulation is task-dependent. Enhanced Self-Perception in Mixed Reality: Egocentric Arm Segmentation and Database with Automatic Labelling. AutoTrack: Towards High-Performance Visual Tracking for UAV with Automatic Spatio-Temporal Regularization. Character-independent font identificat …
Paper Group ANR 333

Paper Group ANR 333

April 2, 2020

D3BA: A Tool for Optimizing Business Processes Using Non-Deterministic Planning. Multi-Layer Content Interaction Through Quaternion Product For Visual Question Answering. Self-Augmentation: Generalizing Deep Networks to Unseen Classes for Few-Shot Learning. Dual Graph Representation Learning. Know Your Surroundings: Exploiting Scene Information for …
Paper Group ANR 366

Paper Group ANR 366

April 2, 2020

Understanding Global Loss Landscape of One-hidden-layer ReLU Neural Networks. CNN-based fast source device identification. Combining PRNU and noiseprint for robust and efficient device source identification. Complexity of Shapes Embedded in ${\mathbb Z^n}$ with a Bias Towards Squares. Simulation Pipeline for Traffic Evacuation in Urban Areas and Em …
Paper Group ANR 377

Paper Group ANR 377

April 2, 2020

Regime Switching Bandits. Efficient Debiased Variational Bayes by Multilevel Monte Carlo Methods. Radial Based Analysis of GRNN in Non-Textured Image Inpainting. Optimizing Memory-Access Patterns for Deep Learning Accelerators. Symmetric Skip Connection Wasserstein GAN for High-Resolution Facial Image Inpainting. Towards Automating the AI Operation …
Paper Group ANR 379

Paper Group ANR 379

April 2, 2020

Combining 3D Model Contour Energy and Keypoints for Object Tracking. Pose-Assisted Multi-Camera Collaboration for Active Object Tracking. GAN Compression: Efficient Architectures for Interactive Conditional GANs. Safety Concerns and Mitigation Approaches Regarding the Use of Deep Learning in Safety-Critical Perception Tasks. Conditional Variational …
Paper Group ANR 380

Paper Group ANR 380

April 2, 2020

Learning Object Scale With Click Supervision for Object Detection. Causal Mosaic: Cause-Effect Inference via Nonlinear ICA and Ensemble Method. Automated Segmentation of Vertebrae on Lateral Chest Radiography Using Deep Learning. A Novel Hybrid GWO with WOA for Global Numerical Optimization and Solving Pressure Vessel Design. CAKES: Channel-wise Au …
Paper Group ANR 381

Paper Group ANR 381

April 2, 2020

The Sylvester Graphical Lasso (SyGlasso). Structured Linear Contextual Bandits: A Sharp and Geometric Smoothed Analysis. Classification of High-Dimensional Motor Imagery Tasks based on An End-to-end role assigned convolutional neural network. Simultaneous Skull Conductivity and Focal Source Imaging from EEG Recordings with the help of Bayesian Unce …
Paper Group ANR 393

Paper Group ANR 393

April 1, 2020

Bi-directional Dermoscopic Feature Learning and Multi-scale Consistent Decision Fusion for Skin Lesion Segmentation. Stochastic Regret Minimization in Extensive-Form Games. Softmax Splatting for Video Frame Interpolation. Automatic lesion segmentation and Pathological Myopia classification in fundus images. Weakly Supervised Lesion Co-segmentation …
Paper Group ANR 468

Paper Group ANR 468

April 1, 2020

BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation. Accelerator-aware Neural Network Design using AutoML. Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator. Trust in AutoML: Exploring Information Needs for Establishing Trust in Automated Machine Learning Systems. Vulnerabilities of Connectionist AI Applica …
Paper Group ANR 474

Paper Group ANR 474

April 1, 2020

Deep Markov Spatio-Temporal Factorization. Machine learning on DNA-encoded libraries: A new paradigm for hit-finding. CheXpedition: Investigating Generalization Challenges for Translation of Chest X-Ray Algorithms to the Clinical Setting. Scaling MAP-Elites to Deep Neuroevolution. Convolutional Neural Network Pruning Using Filter Attenuation. Multi …
Paper Group ANR 476

Paper Group ANR 476

April 1, 2020

A Unified Framework for Multiclass and Multilabel Support Vector Machines. Transfer Heterogeneous Knowledge Among Peer-to-Peer Teammates: A Model Distillation Approach. Gaussianization Flows. Discrete graphical models – an optimization perspective. Reproducibility Challenge NeurIPS 2019 Report on “Competitive Gradient Descent”. Generalized Canonic …
Paper Group ANR 488

Paper Group ANR 488

April 1, 2020

Exploring Neural Models for Parsing Natural Language into First-Order Logic. Advanced kNN: A Mature Machine Learning Series. Universal Successor Features for Transfer Reinforcement Learning. Adapting to Unseen Environments through Explicit Representation of Context. Bayesian optimization of variable-size design space problems. SPFCN: Select and Pru …
Paper Group ANR 495

Paper Group ANR 495

April 1, 2020

Ranger: Boosting Error Resilience of Deep Neural Networks through Range Restriction. Faster than FAST: GPU-Accelerated Frontend for High-Speed VIO. Enhancing Feature Invariance with Learned Image Transformations for Image Retrieval. Semi-Federated Learning. QC-SPHRAM: Quasi-conformal Spherical Harmonics Based Geometric Distortions on Hippocampal Su …
Paper Group ANR 506

Paper Group ANR 506

April 1, 2020

Negative Statements Considered Useful. Towards Identifying and closing Gaps in Assurance of autonomous Road vehicleS – a collection of Technical Notes Part 1. Investigating the Compositional Structure Of Deep Neural Networks. Proceedings of Symposium on Data Mining Applications 2014. Convergence of Recursive Stochastic Algorithms using Wasserstein …
Paper Group ANR 509

Paper Group ANR 509

April 1, 2020

Social Science Guided Feature Engineering: A Novel Approach to Signed Link Analysis. Evolutionary Neural Architecture Search for Retinal Vessel Segmentation. The side effect profile of Clozapine in real world data of three large mental hospitals. G-Learner and GIRL: Goal Based Wealth Management with Reinforcement Learning. A Computational Approach …
Paper Group NANR 104

Paper Group NANR 104

April 1, 2020

Adversarial AutoAugment. Episodic Reinforcement Learning with Associative Memory. Plug and Play Language Model: A simple baseline for controlled language generation. Abductive Commonsense Reasoning. Once for All: Train One Network and Specialize it for Efficient Deployment. DeFINE: Deep Factorized Input Word Embeddings for Neural Sequence Modeling. …
Paper Group NANR 108

Paper Group NANR 108

April 1, 2020

Symplectic Recurrent Neural Networks. Model-Augmented Actor-Critic: Backpropagating through Paths. Detecting Change in Seasonal Pattern via Autoencoder and Temporal Regularization. Weakly Supervised Clustering by Exploiting Unique Class Count. LARGE SCALE REPRESENTATION LEARNING FROM TRIPLET COMPARISONS. ICNN: INPUT-CONDITIONED FEATURE REPRESENTATI …
Paper Group NANR 112

Paper Group NANR 112

April 1, 2020

TSInsight: A local-global attribution framework for interpretability in time-series data. Connecting the Dots Between MLE and RL for Sequence Prediction. Quantum Semi-Supervised Kernel Learning. Meta-Graph: Few shot Link Prediction via Meta Learning. Learning transitional skills with intrinsic motivation. Distilling the Knowledge of BERT for Text G …
Paper Group NANR 119

Paper Group NANR 119

April 1, 2020

Multi-objective Neural Architecture Search via Predictive Network Performance Optimization. High performance RNNs with spiking neurons. A Mechanism of Implicit Regularization in Deep Learning. Towards Principled Objectives for Contrastive Disentanglement. Multigrid Neural Memory. Frequency Analysis for Graph Convolution Network. A Graph Neural Netw …
Paper Group NANR 130

Paper Group NANR 130

April 1, 2020

How to 0wn the NAS in Your Spare Time. Auto Completion of User Interface Layout Design Using Transformer-Based Tree Decoders. Deep Variational Semi-Supervised Novelty Detection. DS-VIC: Unsupervised Discovery of Decision States for Transfer in RL. NAS-BENCH-1SHOT1: BENCHMARKING AND DISSECTING ONE-SHOT NEURAL ARCHITECTURE SEARCH. An Information Theo …
Paper Group NANR 131

Paper Group NANR 131

April 1, 2020

Domain Adaptation Through Label Propagation: Learning Clustered and Aligned Features. Deep Innovation Protection. Scalable Differentially Private Data Generation via Private Aggregation of Teacher Ensembles. Expected Tight Bounds for Robust Deep Neural Network Training. Unsupervised Spatiotemporal Data Inpainting. Fair Resource Allocation in Federa …
Paper Group NANR 132

Paper Group NANR 132

April 1, 2020

FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary. ISBNet: Instance-aware Selective Branching Networks. Compositional Continual Language Learning. Testing Robustness Against Unforeseen Adversaries. Transfer Active Learning For Graph Neural Networks. Adaptive Online Planning for Continual Lifelong Learning. Symmetry and Syst …
Paper Group NANR 137

Paper Group NANR 137

April 1, 2020

Unsupervised Meta-Learning for Reinforcement Learning. Discrete InfoMax Codes for Meta-Learning. VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning. Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model. Continual Deep Learning by Functional Regularisation of Memorable Past. Learning to Remember from a …