13 articles

📰 Dev.to · Rikin Patel

Articles from Dev.to · Rikin Patel · 13 articles · Updated every 3 hours · View all reads

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Meta-Optimized Continual Adaptation for wildfire evacuation logistics networks during mission-critical recovery windows
Dev.to · Rikin Patel 4d ago
Meta-Optimized Continual Adaptation for wildfire evacuation logistics networks during mission-critical recovery windows
It began with a failed simulation. I was experimenting with multi-agent reinforcement learning for disaster response, trying to optimize supply routes for hurri
Adaptive Neuro-Symbolic Planning for autonomous urban air mobility routing with zero-trust governance guarantees
Dev.to · Rikin Patel 5d ago
Adaptive Neuro-Symbolic Planning for autonomous urban air mobility routing with zero-trust governance guarantees
My journey into this fascinating intersection of technologies began not in a lab, but in a moment of frustration. I was building a simulation for multi-agent dr
Generative Simulation Benchmarking for wildfire evacuation logistics networks in carbon-negative infrastructure
Dev.to · Rikin Patel 5d ago
Generative Simulation Benchmarking for wildfire evacuation logistics networks in carbon-negative infrastructure
My journey into this niche began not with a grand plan, but with a frustrating contradiction. While exploring reinforcement learning for optimizing last-mile de
Probabilistic Graph Neural Inference for satellite anomaly response operations with zero-trust governance guarantees
Dev.to · Rikin Patel 6d ago
Probabilistic Graph Neural Inference for satellite anomaly response operations with zero-trust governance guarantees
It was 3 AM, and I was staring at a dashboard filled with telemetry streams from a constellation of low-earth orbit satellites. One node, designated `SAT-7B`, h
Probabilistic Graph Neural Inference for deep-sea exploration habitat design under real-time policy constraints
Dev.to · Rikin Patel 6d ago
Probabilistic Graph Neural Inference for deep-sea exploration habitat design under real-time policy constraints
My journey into this specialized intersection of AI and ocean engineering began not in a lab, but while analyzing sensor failure data from a deep-sea observator
Sparse Federated Representation Learning for planetary geology survey missions for low-power autonomous deployments
Dev.to · Rikin Patel 1w ago
Sparse Federated Representation Learning for planetary geology survey missions for low-power autonomous deployments
My journey into this niche intersection of technologies began not with a grand vision, but with a frustrating hardware limitation. I was experimenting with a sm
Human-Aligned Decision Transformers for coastal climate resilience planning for extreme data sparsity scenarios
Dev.to · Rikin Patel 1w ago
Human-Aligned Decision Transformers for coastal climate resilience planning for extreme data sparsity scenarios
I remember the exact moment the problem crystallized for me. I was sitting in a coastal community center in Southeast Asia, laptop open, trying to help local pl
Probabilistic Graph Neural Inference for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines
Dev.to · Rikin Patel 1w ago
Probabilistic Graph Neural Inference for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines
It began with a failed actuator. During my research into autonomous underwater inspection drones, I was testing a soft robotic gripper inspired by octopus tenta
Machine Learning Model Optimization at Scale: From Theory to Production
Dev.to · Rikin Patel 6mo ago
Machine Learning Model Optimization at Scale: From Theory to Production
Machine Learning Model Optimization at Scale: From Theory to Production ...