Neural Architecture Search

Paper Group ANR 585

January 29, 2020

Using Social Network Service to determine the Initial User Requirements for Small Software Businesses. Strong and Simple Baselines for Multimodal Utterance Embeddings. Experimental neural network enhanced quantum tomography. From self-tuning regulators to reinforcement learning and back again. Learning Instance-wise Sparsity for Accelerating Deep M …

Paper Group ANR 602

January 29, 2020

Enabling Intuitive Human-Robot Teaming Using Augmented Reality and Gesture Control. Domain-adversarial Network Alignment. Nefnir: A high accuracy lemmatizer for Icelandic. Identifying Editor Roles in Argumentative Writing from Student Revision Histories. Conditional Generative Adversarial Networks for Data Augmentation and Adaptation in Remotely Se …

Paper Group ANR 694

January 29, 2020

Interpreting and Improving Adversarial Robustness of Deep Neural Networks with Neuron Sensitivity. Duet at TREC 2019 Deep Learning Track. Efficient Online Quantum Generative Adversarial Learning Algorithms with Applications. Efficient Sample-based Neural Architecture Search with Learnable Predictor. Patch Refinement – Localized 3D Object Detection …

Paper Group ANR 705

January 29, 2020

Incorporating Priors with Feature Attribution on Text Classification. A Simple Recommender Engine for Matching Final-Year Project Student with Supervisor. Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting. Text2Node: a Cross-Domain System for Mapping Arbitrary Phrases to a Taxonomy. Deep Latent Space Lea …

Paper Group ANR 713

January 29, 2020

Factorized Multimodal Transformer for Multimodal Sequential Learning. Lucene for Approximate Nearest-Neighbors Search on Arbitrary Dense Vectors. LiStereo: Generate Dense Depth Maps from LIDAR and Stereo Imagery. TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning. ExperienceThinking: Hyperparameter Optimization with Budget …

Paper Group ANR 740

January 29, 2020

One-dimensional Deep Image Prior for Time Series Inverse Problems. A Semi-Supervised Machine Learning Approach to Detecting Recurrent Metastatic Breast Cancer Cases Using Linked Cancer Registry and Electronic Medical Record Data. Detecting Machine-Translated Paragraphs by Matching Similar Words. Subspace Robust Wasserstein Distances. Training recur …

Paper Group ANR 743

January 29, 2020

Deep Learning for space-variant deconvolution in galaxy surveys. TF3P: Three-dimensional Force Fields Fingerprint Learned by Deep Capsular Network. PreVIous: A Methodology for Prediction of Visual Inference Performance on IoT Devices. Characterizing the invariances of learning algorithms using category theory. Apprenticeship Learning via Frank-Wolf …

Paper Group ANR 751

January 29, 2020

Towards Verifying Robustness of Neural Networks Against Semantic Perturbations. Multi-modal dialog for browsing large visual catalogs using exploration-exploitation paradigm in a joint embedding space. Domain Adversarial Reinforcement Learning for Partial Domain Adaptation. Query-by-example on-device keyword spotting. Reinforcement Learning in Heal …

Paper Group ANR 755

January 29, 2020

Conversation Generation with Concept Flow. Deep Tensor Factorization for Spatially-Aware Scene Decomposition. A Graph-Based Framework to Bridge Movies and Synopses. Hamming Sentence Embeddings for Information Retrieval. Unsupervised Rank-Preserving Hashing for Large-Scale Image Retrieval. A Rule-Based System for Explainable Donor-Patient Matching i …

Paper Group ANR 756

January 29, 2020

Towards AutoML in the presence of Drift: first results. The Deep Learning Revolution and Its Implications for Computer Architecture and Chip Design. SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization. Learning Efficient Multi-agent Communication: An Information Bottleneck Approach. EDUCE: Explaining model Decisions through …

Paper Group ANR 1006

January 28, 2020

Cross-referencing Social Media and Public Surveillance Camera Data for Disaster Response. Deep Learning and Control Algorithms of Direct Perception for Autonomous Driving. DCEF: Deep Collaborative Encoder Framework for Unsupervised Clustering. Butterfly Transform: An Efficient FFT Based Neural Architecture Design. A Deep Q-Learning Method for Downl …

Paper Group ANR 1020

January 28, 2020

Inferring Which Medical Treatments Work from Reports of Clinical Trials. Using AI/ML to gain situational understanding from passive networkobservations. Deep Learning based Precoding for the MIMO Gaussian Wiretap Channel. iSarcasm: A Dataset of Intended Sarcasm. Deep Bidirectional Transformers for Relation Extraction without Supervision. Detection …

Paper Group ANR 1030

January 28, 2020

Bayesian Nonparametric Boolean Factor Models. A Syntactic Operator for Forgetting that Satisfies Strong Persistence. Low-rank approximations of hyperbolic embeddings. Certifiably Optimal Sparse Inverse Covariance Estimation. Regularizing Trajectory Optimization with Denoising Autoencoders. Neural Policy Gradient Methods: Global Optimality and Rates …

Paper Group ANR 1033

January 28, 2020

Sample-efficient Adversarial Imitation Learning from Observation. RIDM: Reinforced Inverse Dynamics Modeling for Learning from a Single Observed Demonstration. Neural Architecture Search on Acoustic Scene Classification. Predicting Tomorrow’s Headline using Today’s Twitter Deliberations. Prediction of wall-bounded turbulence from wall quantities us …

Paper Group ANR 1035

January 28, 2020

Application of Low-resource Machine Translation Techniques to Russian-Tatar Language Pair. A Focus on Neural Machine Translation for African Languages. MaskParse@Deskin at SemEval-2019 Task 1: Cross-lingual UCCA Semantic Parsing using Recursive Masked Sequence Tagging. Introducing languid particle dynamics to a selection of PSO variants. Explainabl …

Paper Group ANR 787

January 28, 2020

On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning. Ordinal Monte Carlo Tree Search. Improved Variational Neural Machine Translation by Promoting Mutual Information. Representing Formal Languages: A Comparison Between Finite Automata and Recurrent Neural Networks. Replication-based emulation of the response distributio …

Paper Group ANR 795

January 28, 2020

Two-layer Near-lossless HDR Coding with Backward Compatibility to JPEG. Perturbation Validation: A New Heuristic to Validate Machine Learning Models. CNN based Extraction of Panels/Characters from Bengali Comic Book Page Images. PointNLM: Point Nonlocal-Means for vegetation segmentation based on middle echo point clouds. The Effect of Visual Design …

Paper Group ANR 807

January 28, 2020

Large-Scale Statistical Survey of Magnetopause Reconnection. Optimally Compressed Nonparametric Online Learning. Deep learning languages: a key fundamental shift from probabilities to weights?. An Information Extraction and Knowledge Graph Platform for Accelerating Biochemical Discoveries. Dynamic Interaction-Aware Scene Understanding for Reinforce …

Paper Group ANR 824

January 28, 2020

Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time). Self-Organizing Maps with Variable Input Length for Motif Discovery and Word Segmentation. Online Multiple Pedestrian Tracking using Deep Temporal Appearance Matching Association. Reinforced Genetic Algorithm Learning for Optimizing Computation …

Paper Group ANR 886

January 28, 2020

Batch Face Alignment using a Low-rank GAN. A Survey of Crowdsourcing in Medical Image Analysis. An evolutionary model that satisfies detailed balance. How to define co-occurrence in different domains of study?. 3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation. Efficient Object Annotation via Speaking and Pointing. Learning Mu …

Paper Group ANR 887

January 28, 2020

Gated-Dilated Networks for Lung Nodule Classification in CT scans. SGAS: Sequential Greedy Architecture Search. TensorNetwork for Machine Learning. Fast End-to-End Wikification. Extending Deep Knowledge Tracing: Inferring Interpretable Knowledge and Predicting Post-System Performance. NNVA: Neural Network Assisted Visual Analysis of Yeast Cell Pola …

Paper Group ANR 892

January 28, 2020

CNNs found to jump around more skillfully than RNNs: Compositional generalization in seq2seq convolutional networks. Adaptive Exploration in Linear Contextual Bandit. Multi-Criterion Evolutionary Design of Deep Convolutional Neural Networks. Generalized Separable Nonnegative Matrix Factorization. A Dual Symmetric Gauss-Seidel Alternating Direction …

Paper Group ANR 905

January 28, 2020

CMB-GAN: Fast Simulations of Cosmic Microwave background anisotropy maps using Deep Learning. Headline Generation: Learning from Decomposable Document Titles. DLIMD: Dictionary Learning based Image-domain Material Decomposition for spectral CT. Learning to Fix Build Errors with Graph2Diff Neural Networks. Ultra-Reliable and Low-Latency Vehicular Co …

Paper Group ANR 920

January 28, 2020

Combinatorial Bayesian Optimization using the Graph Cartesian Product. Deep Algorithm Unrolling for Blind Image Deblurring. Adversarial Robustness May Be at Odds With Simplicity. On Convergence and Optimality of Best-Response Learning with Policy Types in Multiagent Systems. On the approximation of the solution of partial differential equations by …

Paper Group ANR 923

January 28, 2020

Endoscopic vs. volumetric OCT imaging of mastoid bone structure for pose estimation in minimally invasive cochlear implant surgery. Deep K-SVD Denoising. Genetic Programming Hyper-Heuristics with Vehicle Collaboration for Uncertain Capacitated Arc Routing Problems. Learning Fair and Interpretable Representations via Linear Orthogonalization. Model …

Paper Group ANR 925

January 28, 2020

Language Tasks and Language Games: On Methodology in Current Natural Language Processing Research. Greedy Algorithms for Fair Division of Mixed Manna. Flood Detection On Low Cost Orbital Hardware. An Adaptive Deep Learning Algorithm Based Autoencoder for Interference Channels. A learning-based algorithm to quickly compute good primal solutions for …

Paper Group ANR 928

January 28, 2020

Best Pair Formulation & Accelerated Scheme for Non-convex Principal Component Pursuit. Compression and Interpretability of Deep Neural Networks via Tucker Tensor Layer: From First Principles to Tensor Valued Back-Propagation. Efficient Differentiable Neural Architecture Search with Meta Kernels. Evaluating Hierarchies through A Partially Observable …

Paper Group ANR 930

January 28, 2020

Heart Segmentation From MRI Scans Using Convolutional Neural Network. How Much Can We See? A Note on Quantifying Explainability of Machine Learning Models. Learning Graph Embedding with Adversarial Training Methods. Localizing Unseen Activities in Video via Image Query. Deep Learning-Based Constellation Optimization for Physical Network Coding in T …