Quantization

Paper Group ANR 234

Paper Group ANR 234

April 2, 2020

Using machine learning to speed up new and upgrade detector studies: a calorimeter case. Predicting Stock Returns with Batched AROW. Ultra High Fidelity Image Compression with $\ell_\infty$-constrained Encoding and Deep Decoding. An Inverse-free Truncated Rayleigh-Ritz Method for Sparse Generalized Eigenvalue Problem. SAFE: Scalable Automatic Featu …
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 254

Paper Group ANR 254

April 2, 2020

Approximation smooth and sparse functions by deep neural networks without saturation. Attentional networks for music generation. PaRoT: A Practical Framework for Robust Deep Neural Network Training. Taylor Expansion Policy Optimization. Enabling the Analysis of Personality Aspects in Recommender Systems. Learning to Simulate Human Movement. Weakly …
Paper Group ANR 267

Paper Group ANR 267

April 2, 2020

Geometric Fusion via Joint Delay Embeddings. Spatio-temporal Tubelet Feature Aggregation and Object Linking in Videos. Efficiency and Equity are Both Essential: A Generalized Traffic Signal Controller with Deep Reinforcement Learning. multi-patch aggregation models for resampling detection. Longitudinal Support Vector Machines for High Dimensional …
Paper Group ANR 274

Paper Group ANR 274

April 2, 2020

Enriching Consumer Health Vocabulary Using Enhanced GloVe Word Embedding. Learning Generative Models of Tissue Organization with Supervised GANs. Influence of Initialization on the Performance of Metaheuristic Optimizers. Widening and Squeezing: Towards Accurate and Efficient QNNs. AM-MobileNet1D: A Portable Model for Speaker Recognition. A CNN Wit …
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 283

Paper Group ANR 283

April 2, 2020

Virtual staining for mitosis detection in Breast Histopathology. Approximation Bounds for Random Neural Networks and Reservoir Systems. Generating Higher-Fidelity Synthetic Datasets with Privacy Guarantees. Learning Stochastic Behaviour of Aggregate Data. Supervised Phrase-boundary Embeddings. Learning the Loss Functions in a Discriminative Space f …
Paper Group ANR 284

Paper Group ANR 284

April 2, 2020

Binary Probability Model for Learning Based Image Compression. Hierarchical Quantized Autoencoders. Efficient Riemannian Optimization on the Stiefel Manifold via the Cayley Transform. Federated Learning for Localization: A Privacy-Preserving Crowdsourcing Method. REAK: Reliability analysis through Error rate-based Adaptive Kriging. Sequential Neura …
Paper Group ANR 302

Paper Group ANR 302

April 2, 2020

Self-Supervised Object-in-Gripper Segmentation from Robotic Motions. Domain Adaptation As a Problem of Inference on Graphical Models. Dual-Triplet Metric Learning for Unsupervised Domain Adaptation in Video-Based Face Recognition. Learning robotic ultrasound scanning using probabilistic temporal ranking. A New MRAM-based Process In-Memory Accelerat …
Paper Group ANR 314

Paper Group ANR 314

April 2, 2020

RECAST: Interactive Auditing of Automatic Toxicity Detection Models. Is Temporal Difference Learning Optimal? An Instance-Dependent Analysis. Object Relational Graph with Teacher-Recommended Learning for Video Captioning. Quantized Neural Network Inference with Precision Batching. A more abstractive summarization model. Interval Neural Networks as …
Paper Group ANR 318

Paper Group ANR 318

April 2, 2020

Limits of Detecting Text Generated by Large-Scale Language Models. Multimodal Matching Transformer for Live Commenting. Exploiting Database Management Systems and Treewidth for Counting. Learning Contact-Rich Manipulation Tasks with Rigid Position-Controlled Robots: Learning to Force Control. Citation Text Generation. Ten Research Challenge Areas i …
Paper Group ANR 335

Paper Group ANR 335

April 2, 2020

Improving Uyghur ASR systems with decoders using morpheme-based language models. A Comparative Study of Machine Learning Models for Predicting the State of Reactive Mixing. XGPT: Cross-modal Generative Pre-Training for Image Captioning. Meta-Embeddings Based On Self-Attention. Fine-Grained Instance-Level Sketch-Based Video Retrieval. Video Cloze Pr …
Paper Group ANR 336

Paper Group ANR 336

April 2, 2020

Uncertainty Principle for Communication Compression in Distributed and Federated Learning and the Search for an Optimal Compressor. End-To-End Graph-based Deep Semi-Supervised Learning. Adversarial Camouflage: Hiding Physical-World Attacks with Natural Styles. Unshuffling Data for Improved Generalization. Dynamic Backdoor Attacks Against Machine Le …
Paper Group ANR 340

Paper Group ANR 340

April 2, 2020

The Efficiency of Human Cognition Reflects Planned Information Processing. Autonomous Discovery of Unknown Reaction Pathways from Data by Chemical Reaction Neural Network. SummerTime: Variable-length Time SeriesSummarization with Applications to PhysicalActivity Analysis. Controlled time series generation for automotive software-in-the-loop testing …
Paper Group ANR 342

Paper Group ANR 342

April 2, 2020

Studying the Effects of Cognitive Biases in Evaluation of Conversational Agents. Connectivity-driven Communication in Multi-agent Reinforcement Learning through Diffusion Processes on Graphs. Transformer on a Diet. Rnn-transducer with language bias for end-to-end Mandarin-English code-switching speech recognition. Identification of Indian Languages …
Paper Group ANR 350

Paper Group ANR 350

April 2, 2020

Rethinking Object Detection in Retail Stores. Who Make Drivers Stop? Towards Driver-centric Risk Assessment: Risk Object Identification via Causal Inference. Investigating Language Impact in Bilingual Approaches for Computational Language Documentation. Designing Truthful Contextual Multi-Armed Bandits based Sponsored Search Auctions. Quantifying H …
Paper Group ANR 363

Paper Group ANR 363

April 2, 2020

Calibrating Deep Neural Networks using Focal Loss. Understanding Image Captioning Models beyond Visualizing Attention. Minimax optimal approaches to the label shift problem. Enhanced Adversarial Strategically-Timed Attacks against Deep Reinforcement Learning. Incremental Learning Algorithm for Sound Event Detection. Compact recurrent neural network …
Paper Group ANR 365

Paper Group ANR 365

April 2, 2020

Determination of Latent Dimensionality in International Trade Flow. Jelly Bean World: A Testbed for Never-Ending Learning. Bringing freedom in variable choice when searching counter-examples in floating point programs. Using AI for Mitigating the Impact of Network Delay in Cloud-based Intelligent Traffic Signal Control. Deceiving Image-to-Image Tra …
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 367

Paper Group ANR 367

April 2, 2020

How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure Agents. Acceleration of Convolutional Neural Network Using FFT-Based Split Convolutions. Multi-Feature Discrete Collaborative Filtering for Fast Cold-start Recommendation. A novel initialisation based on hospital-resident assignment for the k-modes algorithm. Semantic, Ef …
Paper Group ANR 375

Paper Group ANR 375

April 2, 2020

Adversarial Attacks on Monocular Depth Estimation. Fair Correlation Clustering. Runtime Performances of Randomized Search Heuristics for the Dynamic Weighted Vertex Cover Problem. ScaIL: Classifier Weights Scaling for Class Incremental Learning. Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs. Transfer Learning for HVAC Sys …
Paper Group ANR 93

Paper Group ANR 93

April 2, 2020

Communication-efficient Variance-reduced Stochastic Gradient Descent. Decentralized gradient methods: does topology matter?. Ranking Significant Discrepancies in Clinical Reports. Analyzing Visual Representations in Embodied Navigation Tasks. “Wait, I’m Still Talking!” Predicting the Dialogue Interaction Behavior Using Imagine-Then-Arbitrate Model. …
Paper Group ANR 96

Paper Group ANR 96

April 2, 2020

Incentivizing the Emergence of Grounded Discrete Communication Between General Agents. Text Similarity Using Word Embeddings to Classify Misinformation. Improved Binary Artificial Bee Colony Algorithm. Mathematical Formulae in Wikimedia Projects 2020. Analyzing Accuracy Loss in Randomized Smoothing Defenses. Will we ever have Conscious Machines?. O …
Paper Group ANR 404

Paper Group ANR 404

April 1, 2020

Confidence Guided Stereo 3D Object Detection with Split Depth Estimation. Learning discrete state abstractions with deep variational inference. MDLdroid: a ChainSGD-reduce Approach to Mobile Deep Learning for Personal Mobile Sensing. Graph Universal Adversarial Attacks: A Few Bad Actors Ruin Graph Learning Models. Group Sparsity: The Hinge Between …
Paper Group ANR 406

Paper Group ANR 406

April 1, 2020

Structured GANs. Breaking hypothesis testing for failure rates. Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition. Data Efficient Training for Reinforcement Learning with Adaptive Behavior Policy Sharing. Multiplex Word Embeddings for Selectional Preference Acquisition. Robust Quantization: One Model to Rule Them A …
Paper Group ANR 411

Paper Group ANR 411

April 1, 2020

NeuroQuery: comprehensive meta-analysis of human brain mapping. Adaptive Temporal Difference Learning with Linear Function Approximation. On Leveraging Pretrained GANs for Limited-Data Generation. Rethinking Randomized Smoothing for Adversarial Robustness. Automatic Machine Learning Derived from Scholarly Big Data. Bit Allocation for Multi-Task Col …
Paper Group ANR 424

Paper Group ANR 424

April 1, 2020

Distributed, partially collapsed MCMC for Bayesian Nonparametrics. Variational Transformers for Diverse Response Generation. SynCGAN: Using learnable class specific priors to generate synthetic data for improving classifier performance on cytological images. Quantum subspace alignment for domain adaptation. Machine Learning the Phenomenology of COV …
Paper Group ANR 426

Paper Group ANR 426

April 1, 2020

Superpixel Segmentation with Fully Convolutional Networks. A Robust Real-Time Computing-based Environment Sensing System for Intelligent Vehicle. Three Approaches for Personalization with Applications to Federated Learning. Finnish Language Modeling with Deep Transformer Models. A General Approach for Using Deep Neural Network for Digital Watermark …