Rikin Patel |

Sparse Federated Representation Learning for bio-inspired soft robotics maintenance under real-time policy constraints

Human-Aligned Decision Transformers for wildfire evacuation logistics networks for low-power autonomous deployments

Generative Simulation Benchmarking for heritage language revitalization programs with embodied agent feedback loops

Privacy-Preserving Active Learning for smart agriculture microgrid orchestration with ethical auditability baked in

Explainable Causal Reinforcement Learning for planetary geology survey missions with embodied agent feedback loops

Cross-Modal Knowledge Distillation for deep-sea exploration habitat design under multi-jurisdictional compliance

Privacy-Preserving Active Learning for coastal climate resilience planning in hybrid quantum-classical pipelines

Explainable Causal Reinforcement Learning for precision oncology clinical workflows in hybrid quantum-classical pipelines

Explainable Causal Reinforcement Learning for precision oncology clinical workflows in hybrid quantum-classical pipelines

Sparse Federated Representation Learning for autonomous urban air mobility routing during mission-critical recovery windows

Meta-Optimized Continual Adaptation for planetary geology survey missions for extreme data sparsity scenarios

Edge-to-Cloud Swarm Coordination for coastal climate resilience planning with ethical auditability baked in

Probabilistic Graph Neural Inference for smart agriculture microgrid orchestration under real-time policy constraints

Self-Supervised Temporal Pattern Mining for satellite anomaly response operations for extreme data sparsity scenarios

Edge-to-Cloud Swarm Coordination for coastal climate resilience planning with ethical auditability baked in

Edge-to-Cloud Swarm Coordination for coastal climate resilience planning with ethical auditability baked in

Probabilistic Graph Neural Inference for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines

Probabilistic Graph Neural Inference for deep-sea exploration habitat design with embodied agent feedback loops

Probabilistic Graph Neural Inference for deep-sea exploration habitat design with embodied agent feedback loops

Privacy-Preserving Active Learning for circular manufacturing supply chains in hybrid quantum-classical pipelines

Quantum-Resistant Federated Learning with Homomorphic Encryption for Cross-Silo Medical AI Systems

Quantum-Resistant Federated Learning with Lattice-Based Homomorphic Encryption for Medical Imaging

Encode internal state and context

Observation processing network

Emergent Communication Protocols in Multi-Agent Reinforcement Learning Systems

Emergent Coordination in Heterogeneous Multi-Agent Systems Through Differentiable Communication

Observation processing network

Emergent Communication Protocols in Multi-Agent Reinforcement Learning Systems

Concatenate observation with received messages

Update positions based on actions

Emergent Tool Discovery and Integration in Autonomous AI Agent Ecosystems

Emergent Tool Discovery and Integration in Autonomous AI Agent Ecosystems

Decentralized Federated Learning with Differential Privacy and Byzantine-Robust Aggregation

Decentralized Federated Learning with Differential Privacy and Byzantine-Robust Aggregation

Implementing Emergent Tool Use in Multi-Agent Systems Through Meta-Learning and Differentiable Computation

Implementing Emergent Tool Use in Multi-Agent Systems Through Meta-Learning and Differentiable Computation

Implementing Emergent Tool Use in Multi-Agent AI Systems Through Meta-Learning and Environment Scaffolding

Advanced WebAssembly Performance Optimization: Pushing the Limits of Web Performance

Machine Learning Model Optimization at Scale: From Theory to Production