Area of research
Computer Networks and Communications · Computational Mechanics
Research interest
Research interests include Advanced Adaptive Filtering Techniques, Distributed Control Multi-Agent Systems, Distributed Sensor Networks and Detection Algorithms, and Neural Networks and Applications.
Multi-Agent Off-Policy Actor-Critic Reinforcement Learning for Partially Observable Environments
Doubly Adaptive Social Learning
Policy Optimization in Multi-Agent Settings Under Partially Observable Environments
Diffusion Stochastic Learning Over Adaptive Competing Networks
Diffusion Stochastic Optimization for Min-Max Problems
Differential Error Feedback for Communication-Efficient Decentralized Learning
Non-asymptotic performance of social machine learning under limited data
Graph Exploration for Effective Multiagent Q-Learning.
Decentralized Adversarial Training Over Graphs
Masked Diffusion Strategy for Privacy-Preserving Distributed Learning
On the Trade-Off Between Flatness and Optimization in Distributed Learning.
Adaptive Social Learning for Slow Markov Chains
Minimizing the Probability of Error for Decision Making Over Graphs
On the Arithmetic and Geometric Fusion of Beliefs for Distributed Inference
Distributed Adaptive Learning Under Communication Constraints
Diffusion Moving-Average Adaptation Over Networks
Socially Intelligent Networks: A framework for decision making over graphs
Social Opinion Formation and Decision Making Under Communication Trends
Causal Influence in Federated Edge Inference
Compressed Regression Over Adaptive Networks
Social Learning in Community Structured Graphs
Detection of Malicious Agents in Social Learning
Quantization for Decentralized Learning Under Subspace Constraints
Networked Signal and Information Processing: Learning by multiagent systems
Learning From Heterogeneous Data Based on Social Interactions Over Graphs
Enforcing Privacy in Distributed Learning With Performance Guarantees
Partial Information Sharing Over Social Learning Networks
Diffusion Bayesian Decorrelation Algorithms Over Networks
Diffusion Bayesian Decorrelation Algorithms Over Networks
Discovering Influencers in Opinion Formation Over Social Graphs
CIF: Small: Inference over Asymmetric Network and Data Structures
Online Learning in Big-Data Stream Mining
CIF: Large: Collaborative Research: Cooperation and Learning Over Cognitive Networks
CIF: SMALL: Explorations and Insights into Adaptive Networks, Animal Flocking Behavior, and Swarm Intelligence
NSF Workshop on Distributed Processing over Cognitive Networks
Adaptive Sampling Strategies with Application to Water Resource Management
Cyber Systems: Adaptive Distributed Systems Based on Cooperative and Combination Strategies
Advanced Signal Processing for Ultra-Wide-Band (UWB) Communications in Wireless Networks
High-Performance Adaptive Receivers for Broadband Multi-User Communications
Estimation and Control with Bounded Data Uncertainties
Fast Reliable Algorithms for Structured Computations
RIA: Coupled State-Space Filtering with Applications
International Workshop on Numerical Methods for Structured Matrices in Filtering and Control to be held August 1-3, 1996 in Santa Barbara, CA.
RIA: Coupled State-Space Filtering with Applications