Adversarial attack and defense in reinforcement learning-from AI security view

Tong Chen, Jiqiang Liu, Yingxiao Xiang, +3

Cybersecurity

Artificial IntelligenceAttack SimulationReward HackingEngineeringReinforcement Learning (Computer Engineering) +12

A novel cache size optimization scheme based on manifold learning in Content Centric Networking

Yuemei Xu, Yang Li, T. Lin, +4

Journal of Network and Computer Applications

Cluster ComputingNetwork ScienceEngineeringManifold LearningEdge Computing +10

Context-Aware Service Ranking in Wireless Sensor Networks

Wenjia Niu, Jun Lei, Endong Tong, +4

Journal of Network and Systems Management

Wireless Sensor SystemContext-aware Service RankingMobile ComputingInternet Of ThingsSensor Connectivity +1

CARSA: A context-aware reasoning-based service agent model for AI planning of web service composition

Wenjia Niu, Gang Li, Hui Tang, +2

Journal of Network and Computer Applications

Artificial IntelligenceEngineeringWeb Service ModelingAi PlanningAutomated Reasoning +9

Bloom filter-based workflow management to enable QoS guarantee in wireless sensor networks

Endong Tong, Wenjia Niu, Gang Li, +4

Journal of Network and Computer Applications

Multi-granularity context model for dynamic Web service composition

Wenjia Niu, Gang Li, Zhijun Zhao, +2

Journal of Network and Computer Applications

Web Service SpecificationEngineeringInformation RetrievalData ScienceWeb Service Modeling +5

Adversarial Examples Construction Towards White-Box Q Table Variation in DQN Pathfinding Training

Xiaoxuan Bai, Wenjia Niu, Jiqiang Liu, +3

Artificial IntelligenceReward HackingEngineeringMachine LearningData Science +11

A Missing QoS Prediction Approach via Time-Aware Collaborative Filtering

Endong Tong, Wenjia Niu, Jiqiang Liu

IEEE Transactions on Services Computing

EngineeringMachine LearningTemporal FactorsService AssuranceQuality-of-service +14

A PCA-Based Model to Predict Adversarial Examples on Q-Learning of Path Finding

Yingxiao Xiang, Wenjia Niu, Jiqiang Liu, +2

Artificial IntelligenceReward HackingEngineeringMachine LearningData Science +13

Fine-Grained Recommendation Mechanism to Curb Astroturfing in Crowdsourcing Systems

Zhiwei Guo, Chaowei Tang, Wenjia Niu, +4

IEEE Access

EngineeringSocial InfluenceCommunicationText MiningComputational Social Science +18