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Haifeng Chen
Department Head
Data Science and System Security
Link to: DS Publications
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NEC Labs America2023-08-20 00:00:002023-09-05 16:07:38AutoTCL: Automated Time Series Contrastive Learning with Adaptive Augmentations
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NEC Labs America2023-08-10 00:00:002023-09-05 16:08:58Skill Disentanglement for Imitation Learning from Suboptimal Demonstrations
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NEC Labs America2023-08-10 00:00:002023-08-10 00:00:00Interdependent Causal Networks for Root Cause Localization
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NEC Labs America2023-08-10 00:00:002023-08-10 00:00:00Incremental Causal Graph Learning for Online Root Cause Localization
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NEC Labs America2023-08-10 00:00:002023-08-10 00:00:00FedSkill: Privacy Preserved Interpretable Skill Learning via Imitation
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NEC Labs America2023-08-07 00:00:002023-09-05 16:10:35State-Aware Anomaly Detection for Massive Sensor Data in Internet of Things
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NEC Labs America2023-07-29 00:00:002023-09-05 16:12:56Personalized Federated Learning under Mixture Distributions
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NEC Labs America2023-06-30 00:00:002023-08-17 14:15:47Unsupervised Anomaly Detection Under A Multiple Modeling Strategy Via Model Set Optimization Through Transfer Learning
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NEC Labs America2023-06-09 00:00:002023-08-17 14:17:14Multi-Label Temporal Evidential Neural Networks for Early Event Detection
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NEC Labs America2023-06-09 00:00:002023-09-30 12:22:05Beyond One Model Fits All: A Survey of Domain Specialization for Large Language Models
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NEC Labs America2023-03-24 00:00:002023-08-17 14:22:14Interpretable Skill Learning for Dynamic Treatment Regimes through Imitation
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NEC Labs America2023-03-06 00:00:002023-08-17 14:22:35Dynamic Prompting: A Unified Framework for Prompt Tuning
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NEC Labs America2023-02-16 00:00:002023-08-17 14:23:06Exploring the limits of ChatGPT for Query or Aspect based Text Summarization
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NEC Labs America2023-02-14 00:00:002023-08-17 14:23:23Time Series Contrastive Learning with Information-Aware Augmentations
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NEC Labs America2022-12-20 00:00:002023-08-17 14:24:51Deep Federated Anomaly Detection for Multivariate Time Series Data
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NEC Labs America2022-12-20 00:00:002023-08-17 14:24:58Towards Robust Graph Neural Networks via Adversarial Contrastive Learning
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NEC Labs America2022-12-03 00:00:002023-08-17 14:25:13Personalized Federated Learning via Heterogeneous Modular Networks
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NEC Labs America2022-12-03 00:00:002023-08-17 14:25:34DeepGAR: Deep Graph Learning for Analogical Reasoning
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NEC Labs America2022-09-28 00:00:002023-08-17 14:32:16Multi-Faceted Knowledge-Driven Pre-training for Product Representation Learning
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NEC Labs America2022-09-23 00:00:002023-08-17 14:32:23Explainable Anomaly Detection System for Categorical Sensor Data in Internet of Things
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NEC Labs America2022-09-09 00:00:002023-08-17 14:32:573D Histogram based Anomaly Detection for Categorical Sensor Data in Internet of Things
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NEC Labs America2022-08-18 00:00:002023-08-17 14:34:07CAT: Beyond Efficient Transformer for Content-Aware Anomaly Detection in Event Sequences
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NEC Labs America2022-08-18 00:00:002023-08-17 14:34:15Towards Learning Disentangled Representations for Time Series
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NEC Labs America2022-05-27 00:00:002023-08-17 14:37:02SEED: Sound Event Early Detection via Evidential Uncertainty
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NEC Labs America2022-04-29 00:00:002023-08-17 14:37:39Superclass-Conditional Gaussian Mixture Model for Coarse-To-Fine Few-Shot Learning
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NEC Labs America2022-03-01 00:00:002023-08-17 14:40:26Zero-Shot Cross-Lingual Machine Reading Comprehension via Inter-Sentence Dependency Graph
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NEC Labs America2022-01-24 00:00:002023-08-17 14:44:21Ordinal Quadruplet: Retrieval of Missing Labels in Ordinal Time Series
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NEC Labs America2021-12-14 00:00:002023-08-17 14:48:02InfoGCL: Information-Aware Graph Contrastive Learning
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NEC Labs America2021-12-14 00:00:002023-08-17 14:48:08Dynamic Causal Discovery in Imitation Learning
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NEC Labs America2021-11-15 00:00:002023-08-17 14:49:56You Are What and Where You Are: Graph Enhanced Attention Network for Explainable POI Recommendation
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NEC Labs America2021-11-11 00:00:002023-08-17 14:50:03Boosting Cross-Lingual Transfer via Self-Learning with Uncertainty Estimation
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NEC Labs America2021-11-11 00:00:002023-08-17 14:50:10Recommend for a Reason: Unlocking the Power of Unsupervised Aspect-Sentiment Co-Extraction
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NEC Labs America2021-11-05 00:00:002023-08-17 14:50:46Structural Temporal Graph Neural Networks for Anomaly Detection in Dynamic Graphs
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NEC Labs America2021-11-05 00:00:002023-08-17 14:50:37Interpreting Convolutional Sequence Model by Learning Local Prototypes with Adaptation Regularization
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NEC Labs America2021-10-24 00:00:002023-08-17 14:51:19Convolutional Transformer based Dual Discriminator Generative Adversarial Networks for Video Anomaly Detection
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NEC Labs America2021-08-18 00:00:002023-08-17 14:54:23Multi-Scale One-Class Recurrent Neural Networks for Discrete Event Sequence Anomaly Detection
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NEC Labs America2021-08-18 00:00:002023-08-17 14:54:14Domain oriented Language Modeling with Adaptive Hybrid Masking and Optimal Transport Alignment
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NEC Labs America2021-08-13 00:00:002023-08-17 14:54:29SIGL: Securing Software Installations Through Deep Graph Learning
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NEC Labs America2021-07-24 00:00:002023-08-17 14:55:01Hierarchical Imitation Learning with Contextual Bandits for Dynamic Treatment Regimes
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NEC Labs America2021-06-25 00:00:002023-08-17 14:55:45FACESEC: A Fine-grained Robustness Evaluation Framework for Face Recognition Systems
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NEC Labs America2021-06-15 00:00:002023-08-17 14:56:22Automated Anomaly Detection via Curiosity-Guided Search and Self-Imitation Learning
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NEC Labs America2021-06-11 00:00:002023-08-17 14:56:36Unsupervised Concept Representation Learning for Length-Varying Text Similarity
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NEC Labs America2021-05-01 00:00:002023-08-17 14:59:11Deep Multi-Instance Contrastive Learning with Dual Attention for Anomaly Precursor Detection
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NEC Labs America2021-04-23 00:00:002023-08-17 14:59:28AutoOD: Neural Architecture Search for Outlier Detection
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NEC Labs America2021-03-12 00:00:002023-08-17 14:59:55Learning to Drop: Robust Graph Neural Network via Topological Denoising
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NEC Labs America2021-03-09 00:00:002023-08-17 15:00:03Multi-Task Recurrent Modular Networks
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NEC Labs America2021-02-22 00:00:002023-08-17 15:00:25Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series
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NEC Labs America2020-12-12 00:00:002023-08-17 15:01:13Parameterized Explainer for Graph Neural Network
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NEC Labs America2020-11-20 00:00:002023-08-17 15:02:47T2-Net: A Semi-supervised Deep Model for Turbulence Forecasting
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NEC Labs America2020-10-23 00:00:002023-08-17 15:03:16Anomaly Detection on Web-User Behaviors through Deep Learning
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NEC Labs America2020-10-21 00:00:002023-08-17 15:03:22VESSELS: Efficient and Scalable Deep Learning Prediction on Trusted Processors
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NEC Labs America2020-09-24 00:00:002023-08-17 15:04:00Anomalous Event Sequence Detection
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NEC Labs America2020-09-18 00:00:002023-08-17 15:04:24Node Classification in Temporal Graphs through Stochastic Sparsification and Temporal Structural Convolution
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NEC Labs America2020-07-18 00:00:002023-08-17 15:06:57Robust Graph Representation Learning via Neural Sparsification
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NEC Labs America2020-06-11 00:00:002023-08-17 15:08:53At the Speed of Sound: Efficient Audio Scene Classification
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NEC Labs America2020-06-10 00:00:002023-08-17 15:09:03RULENet: End-to-end Learning with the Dual-estimator for Remaining Useful Life Estimation
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NEC Labs America2020-04-30 00:00:002023-08-17 15:09:18Inductive and Unsupervised Representation Learning on Graph Structured Objects
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NEC Labs America
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NEC Labs America2020-04-24 00:00:002023-08-17 15:09:41APTrace: A Responsive System for Agile Enterprise Level Causality Analysis
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NEC Labs America
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NEC Labs America2020-04-24 00:00:002023-08-17 15:09:34Adversarial Cooperative Imitation Learning for Dynamic Treatment Regimes
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NEC Labs America2020-04-24 00:00:002023-08-17 15:09:26A Generic Edge-Empowered Graph Convolutional Network via Node-Edge Mutual Enhancement
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NEC Labs America2020-03-09 00:00:002023-08-17 15:10:02You Are What You Do: Hunting Stealthy Malware via Data Provenance Analysis
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NEC Labs America2020-02-12 00:00:002023-08-17 15:12:18Tensorized LSTM with Adaptive Shared Memory for Learning Trends in Multivariate Time Series
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NEC Labs America2020-02-12 00:00:002023-08-17 15:12:13Deep Unsupervised Binary Coding Networks for Multivariate Time Series Retrieval
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NEC Labs America2020-02-12 00:00:002023-08-17 15:11:55Asymmetrically Hierarchical Networks with Attentive Interactions for Interpretable Review-based Recommendation
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NEC Labs America2020-02-07 00:00:002023-08-17 15:12:41Temporal Context-aware Representation Learning for Question Routing
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NEC Labs America2020-02-07 00:00:002023-08-17 15:12:32Interpretable Click-Through Rate Prediction through Hierarchical Attention