Neural Architecture Search

Paper Group ANR 171

October 19, 2019

Stability of Scattering Decoder For Nonlinear Diffractive Imaging. Remote Detection of Idling Cars Using Infrared Imaging and Deep Networks. Modified Apriori Graph Algorithm for Frequent Pattern Mining. Learning Neuron Non-Linearities with Kernel-Based Deep Neural Networks. Combinatorial and Structural Results for gamma-Psi-dimensions. Deep Fluids: …

Paper Group ANR 191

October 19, 2019

Generating Counterfactual Explanations with Natural Language. Wireless Data Acquisition for Edge Learning: Data-Importance Aware Retransmission. Long Short-Term Attention. Relative concentration bounds for the spectrum of kernel matrices. Finite-time optimality of Bayesian predictors. You Only Search Once: Single Shot Neural Architecture Search via …

Paper Group ANR 247

October 19, 2019

Quantifying Human Behavior on the Block Design Test Through Automated Multi-Level Analysis of Overhead Video. Card-660: Cambridge Rare Word Dataset - a Reliable Benchmark for Infrequent Word Representation Models. Image Synthesis in Multi-Contrast MRI with Conditional Generative Adversarial Networks. Semantically-aware population health risk analys …

Paper Group ANR 265

October 19, 2019

Combined convolutional and recurrent neural networks for hierarchical classification of images. Glottal Closure Instants Detection From Pathological Acoustic Speech Signal Using Deep Learning. Learning Cross-Modal Deep Embeddings for Multi-Object Image Retrieval using Text and Sketch. Learning automata based SVM for intrusion detection. Multi-Agent …

Paper Group ANR 322

October 19, 2019

Sparse Persistent RNNs: Squeezing Large Recurrent Networks On-Chip. Efficient active learning of sparse halfspaces. SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks. Using Neural Networks to Generate Information Maps for Mobile Sensors. Probabilistic Attribute Tree in Convolutional Neural Networks for Facial Expre …

Paper Group ANR 336

October 19, 2019

Sparse Deep Neural Network Exact Solutions. Object Detection on Dynamic Occupancy Grid Maps Using Deep Learning and Automatic Label Generation. Diverse Exploration for Fast and Safe Policy Improvement. Automatic Classification of Object Code Using Machine Learning. A Proof of the Front-Door Adjustment Formula. Goal-oriented Dialogue Policy Learning …

Paper Group ANR 337

October 19, 2019

Ramp-based Twin Support Vector Clustering. Batch Kalman Normalization: Towards Training Deep Neural Networks with Micro-Batches. Why every GBDT speed benchmark is wrong. Implicit Policy for Reinforcement Learning. An attention-based Bi-GRU-CapsNet model for hypernymy detection between compound entities. A Characterwise Windowed Approach to Hebrew M …

Paper Group ANR 360

October 19, 2019

A Rule for Committee Selection with Soft Diversity Constraints. Internal Model from Observations for Reward Shaping. Application of a semantic segmentation convolutional neural network for accurate automatic detection and mapping of solar photovoltaic arrays in aerial imagery. Clause Vivification by Unit Propagation in CDCL SAT Solvers. Quantitativ …

Paper Group ANR 363

October 19, 2019

Describing Semantic Representations of Brain Activity Evoked by Visual Stimuli. Self-Adversarially Learned Bayesian Sampling. A General Theory of Equivariant CNNs on Homogeneous Spaces. Identification of Cancer – Mesothelioma Disease Using Logistic Regression and Association Rule. Towards Imperceptible and Robust Adversarial Example Attacks agains …

Paper Group ANR 378

October 19, 2019

Security Matters: A Survey on Adversarial Machine Learning. Analyzing Language Learned by an Active Question Answering Agent. Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation. Transfer Learning from LDA to BiLSTM-CNN for Offensive Language Detection in Twitter. Machine learning regression on hyperspectral data to est …

Paper Group ANR 390

October 19, 2019

Teacher Improves Learning by Selecting a Training Subset. ChainQueen: A Real-Time Differentiable Physical Simulator for Soft Robotics. Multimodal Social Media Analysis for Gang Violence Prevention. Don’t get Lost in Negation: An Effective Negation Handled Dialogue Acts Prediction Algorithm for Twitter Customer Service Conversations. Evolutionary Ar …

Paper Group ANR 400

October 19, 2019

Unsupervised Image to Sequence Translation with Canvas-Drawer Networks. Beyond Bags of Words: Inferring Systemic Nets. Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-based Sequence to Sequence Network. Mobile big data analysis with machine learning. Revealing patterns in HIV viral load data and classifying pa …

Paper Group ANR 442

October 18, 2019

Monocular Semantic Occupancy Grid Mapping with Convolutional Variational Encoder-Decoder Networks. Image Captioning using Deep Neural Architectures. Deep supervision with additional labels for retinal vessel segmentation task. SoPa: Bridging CNNs, RNNs, and Weighted Finite-State Machines. One-Class Feature Learning Using Intra-Class Splitting. A Mu …

Paper Group ANR 484

October 18, 2019

Category-Based Deep CCA for Fine-Grained Venue Discovery from Multimodal Data. GitGraph - Architecture Search Space Creation through Frequent Computational Subgraph Mining. Cycle-Consistent Deep Generative Hashing for Cross-Modal Retrieval. Deep Mixture of Experts via Shallow Embedding. What Doubling Tricks Can and Can’t Do for Multi-Armed Bandits. …

Paper Group ANR 505

October 18, 2019

Deep Loopy Neural Network Model for Graph Structured Data Representation Learning. Beyond “How may I help you?": Assisting Customer Service Agents with Proactive Responses. JobComposer: Career Path Optimization via Multicriteria Utility Learning. Dynamics and Reachability of Learning Tasks. Learning Robust Representations for Automatic Target Recog …

Paper Group ANR 506

October 18, 2019

Semblance: A Rank-Based Kernel on Probability Spaces for Niche Detection. A Bayesian Model for Activities Recommendation and Event Structure Optimization Using Visitors Tracking. Neural Architecture Search: A Survey. Variance Suppression: Balanced Training Process in Deep Learning. Comparison of Semantic Segmentation Approaches for Horizon/Sky Line …

Paper Group ANR 692

October 17, 2019

Accounting for hidden common causes when inferring cause and effect from observational data. Learning Patient Representations from Text. Learning Neural Emotion Analysis from 100 Observations: The Surprising Effectiveness of Pre-Trained Word Representations. Determining the best classifier for predicting the value of a boolean field on a blood dono …

Paper Group ANR 697

October 17, 2019

AtDelfi: Automatically Designing Legible, Full Instructions For Games. Better Runtime Guarantees Via Stochastic Domination. Uncovering the Social Interaction in Swarm Intelligence with Network Science. Generalized Hadamard-Product Fusion Operators for Visual Question Answering. MLCapsule: Guarded Offline Deployment of Machine Learning as a Service. …

Paper Group ANR 700

October 17, 2019

Doubly Semi-Implicit Variational Inference. Stereo obstacle detection for unmanned surface vehicles by IMU-assisted semantic segmentation. Three for one and one for three: Flow, Segmentation, and Surface Normals. Low-Latency Human Action Recognition with Weighted Multi-Region Convolutional Neural Network. Neural Architecture Search Over a Graph Sea …

Paper Group ANR 936

October 17, 2019

On Stacked Denoising Autoencoder based Pre-training of ANN for Isolated Handwritten Bengali Numerals Dataset Recognition. Reasoning about Unforeseen Possibilities During Policy Learning. An Implementation of Back-Propagation Learning on GF11, a Large SIMD Parallel Computer. Optimal Stochastic Delivery Planning in Full-Truckload and Less-Than-Truckl …

Paper Group ANR 942

October 17, 2019

Rademacher Complexity for Adversarially Robust Generalization. Performance Guarantees for Homomorphisms Beyond Markov Decision Processes. Finding Better Topologies for Deep Convolutional Neural Networks by Evolution. An Aggressive Genetic Programming Approach for Searching Neural Network Structure Under Computational Constraints. CrossNet: An End-t …

Paper Group ANR 1001

October 16, 2019

Smart energy management as a means towards improved energy efficiency. Bounded Rational Decision-Making with Adaptive Neural Network Priors. Deep Neural Network Based Subspace Learning of Robotic Manipulator Workspace Mapping. Locating the boundaries of Pareto fronts: A Many-Objective Evolutionary Algorithm Based on Corner Solution Search. Molecula …

Paper Group ANR 1047

October 16, 2019

Transformationally Identical and Invariant Convolutional Neural Networks by Combining Symmetric Operations or Input Vectors. GhostVLAD for set-based face recognition. Pathological Voice Classification Using Mel-Cepstrum Vectors and Support Vector Machine. Inferring the ground truth through crowdsourcing. Fading of collective attention shapes the ev …

Paper Group ANR 1123

October 16, 2019

Brain Tumor Type Classification via Capsule Networks. Personalizing Intervention Probabilities By Pooling. A shortest-path based clustering algorithm for joint human-machine analysis of complex datasets. Pairwise Body-Part Attention for Recognizing Human-Object Interactions. Deep Reinforcement Learning for Resource Management in Network Slicing. De …

Paper Group ANR 981

October 16, 2019

Paper Group NAWR 31

October 16, 2019

Veyn at PARSEME Shared Task 2018: Recurrent Neural Networks for VMWE Identification. Real-world multiobject, multigrasp detection. Universal Planning Networks: Learning Generalizable Representations for Visuomotor Control. Optimally Selected Minimal Learning Machine. DataSEARCH at IEST 2018: Multiple Word Embedding based Models for Implicit Emotion …

Paper Group NANR 112

October 15, 2019

Texture and Steerability based Image Authentication. Local and Global Optimization Techniques in Graph-Based Clustering. Keynote: Use more Machine Translation and Keep Your Customers Happy. Character-level Supervision for Low-resource POS Tagging. Gating out sensory noise in a spike-based Long Short-Term Memory network. Learning a neural response m …

Paper Group NANR 231

October 15, 2019

Lifelong Inverse Reinforcement Learning. Proceedings of the 2018 EMNLP Workshop W-NUT: The 4th Workshop on Noisy User-generated Text. Understanding Degeneracies and Ambiguities in Attribute Transfer. Keynote: Unveiling the Linguistic Weaknesses of Neural MT. Task-oriented Dialogue System for Automatic Diagnosis. Multicalibration: Calibration for th …