Papers
Tue 28 Dec 2021
85 papers
- Efficient Performance Bounds for Primal-Dual Reinforcement Learning from DemonstrationsOffline RL and imitation learning from data → Inverse reinforcement learning
- Online Adversarial Knowledge Distillation for Graph Neural NetworksKnowledge distillation → Graph neural network distillation
- Learning Based Task Offloading in Digital Twin Empowered Internet of Vehicles
- Demand-Driven Asset Reutilization Analytics
- Learning Logic Programs From Noisy Failures
- Cognitive Computing to Optimize IT Services
- Rank-1 Similarity Matrix Decomposition For Modeling Changes in Antivirus Consensus Through Time
- Automatic Pharma News Categorization
- Uncertainty Detection and Reduction in Neural Decoding of EEG Signals
- A General Framework for Evaluating Robustness of Combinatorial Optimization Solvers on Graphs
- Uniform-in-Phase-Space Data Selection with Iterative Normalizing Flows
- Speedup deep learning models on GPU by taking advantage of efficient unstructured pruning and bit-width reduction
- GANISP: a GAN-assisted Importance SPlitting Probability Estimator
- Mythological Medical Machine Learning: Boosting the Performance of a Deep Learning Medical Data Classifier Using Realistic Physiological Models
- Adversarial Learning for Incentive Optimization in Mobile Payment Marketing
- Robustness and risk management via distributional dynamic programming
- Proceedings of the 13th International Conference on Automated Deduction in Geometry
- Frame invariance and scalability of neural operators for partial differential equations
- Video Reconstruction from a Single Motion Blurred Image using Learned Dynamic Phase Coding
- Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback
- 360deg Optical Flow using Tangent Images
- Simple, Interpretable and Stable Method for Detecting Words with Usage Change across Corpora
- Multi-Head Deep Metric Learning Using Global and Local Representations
- Brain Tumor Classification by Cascaded Multiscale Multitask Learning Framework Based on Feature Aggregation
- Mirror Matching: Document Matching Approach in Seed-driven Document Ranking for Medical Systematic Reviews
- FRIDA -- Generative Feature Replay for Incremental Domain Adaptation
- Improving Prediction of Cognitive Performance using Deep Neural Networks in Sparse Data
- Ensemble Recognition in Reproducing Kernel Hilbert Spaces through Aggregated Measurements
- Time-Incremental Learning from Data Using Temporal Logics
- DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification
- Multimodal perception for dexterous manipulation
- Beta-VAE Reproducibility: Challenges and Extensions
- Nested Nonparametric Instrumental Variable Regression
- Robust Convergence in Federated Learning through Label-wise Clustering
- An AGM Approach to Revising Preferences
- TAGPerson: A Target-Aware Generation Pipeline for Person Re-identification
- AdaFocus V2: End-to-End Training of Spatial Dynamic Networks for Video Recognition
- Multitask Learning and Bandits via Robust Statistics
- Constrained Gradient Descent: A Powerful and Principled Evasion Attack Against Neural Networks
- Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method
- Exponential Family Model-Based Reinforcement Learning via Score Matching
- Robust Security Analysis Based on Random Geometry Theory for Satellite-Terrestrial-Vehicle Network
- A Survey on Gender Bias in Natural Language Processing
- Skin feature point tracking using deep feature encodings
- Processing M.A. Castr'en's Materials: Multilingual Typed and Handwritten Manuscripts
- Towards continual task learning in artificial neural networks: current approaches and insights from neuroscience
- Fostering the Robustness of White-Box Deep Neural Network Watermarks by Neuron Alignment
- Extended Self-Critical Pipeline for Transforming Videos to Text (TRECVID-VTT Task 2021) -- Team: MMCUniAugsburg
- Synchronized Audio-Visual Frames with Fractional Positional Encoding for Transformers in Video-to-Text Translation
- APRIL: Finding the Achilles' Heel on Privacy for Vision Transformers
- Embodied Learning for Lifelong Visual Perception
- Financial Vision Based Differential Privacy Applications
- Unsupervised Domain Adaptation for Constraining Star Formation Histories
- Investigating Shifts in GAN Output-Distributions
- DetarNet: Decoupling Translation and Rotation by Siamese Network for Point Cloud Registration
- Deep neural networks for solving forward and inverse problems of (2+1)-dimensional nonlinear wave equations with rational solitons
- DAS-PINNs: A deep adaptive sampling method for solving high-dimensional partial differential equations
- SECP-Net: SE-Connection Pyramid Network of Organ At Risk Segmentation for Nasopharyngeal Carcinoma
- Delving into Probabilistic Uncertainty for Unsupervised Domain Adaptive Person Re-Identification
- The Devil is in the Task: Exploiting Reciprocal Appearance-Localization Features for Monocular 3D Object Detection
- Towards Low Light Enhancement with RAW Images
- Multilayer Graph Contrastive Clustering Network
- Semi-supervised Salient Object Detection with Effective Confidence Estimation
- Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking
- GuidedMix-Net: Semi-supervised Semantic Segmentation by Using Labeled Images as Reference
- Solving time dependent Fokker-Planck equations via temporal normalizing flow
- To Supervise or Not: How to Effectively Learn Wireless Interference Management Models?
- Multi-Band Wi-Fi Sensing with Matched Feature Granularity
- Towards Relatable Explainable AI with the Perceptual Process
- Pale Transformer: A General Vision Transformer Backbone with Pale-Shaped Attention
- Associative Adversarial Learning Based on Selective Attack
- Deep-CNN based Robotic Multi-Class Under-Canopy Weed Control in Precision Farming
- LatteGAN: Visually Guided Language Attention for Multi-Turn Text-Conditioned Image Manipulation
- Relative velocity-based reward functions for crowd navigation of robots
- Siamese Network with Interactive Transformer for Video Object Segmentation
- Quaternion-based dynamic mode decomposition for background modeling in color videos
- Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning
- A Moment in the Sun: Solar Nowcasting from Multispectral Satellite Data using Self-Supervised Learning
- HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation
- LINDA: Unsupervised Learning to Interpolate in Natural Language Processing
- Online Allocation Problem with Two-sided Resource Constraints
- A Preordered RNN Layer Boosts Neural Machine Translation in Low Resource Settings
- Source Feature Compression for Object Classification in Vision-Based Underwater Robotics
- Improving Nonparametric Classification via Local Radial Regression with an Application to Stock Prediction
- The University of Texas at Dallas HLTRI's Participation in EPIC-QA: Searching for Entailed Questions Revealing Novel Answer Nuggets