#causal

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

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

DEV Community·Rikin Patel·3 days ago

#dev #self #causal #agent #action #state

It was 3 AM, and I was staring at a terminal window filled with telemetry data from a simulated Mars rover. The reinforcement learning (RL) agent I had trained overnight had just completed its 10,000t...

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Coding agents produce causal DAGs, not logs

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Coding agents produce causal DAGs, not logs

DEV Community·MilkoorY·19 days ago

#zJaAV0Kg

#coding #observability #ai #opensource #agent #causal

Why flat logs are the wrong abstraction for coding agent observability — and why causal DAGs reveal what timelines hide.

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Explainable Causal Reinforcement Learning for bio-inspired soft robotics maintenance in carbon-negative infrastructure

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Explainable Causal Reinforcement Learning for bio-inspired soft robotics maintenance in carbon-negative infrastructure

DEV Community·Rikin Patel·21 days ago

#kF9EnwMJ

#challenge #ai #automation #quantumcomputing #self #causal

It was a rainy Tuesday afternoon in March when I first stumbled upon a paper that would fundamentally reshape my understanding of how AI could bridge the gap between biological inspiration and sustain...

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Explainable Causal Reinforcement Learning for heritage language revitalization programs for extreme data sparsity scenarios

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Explainable Causal Reinforcement Learning for heritage language revitalization programs for extreme data sparsity scenarios

DEV Community·Rikin Patel·22 days ago

#hsbXa5x6

#example #application #challenge #ai #causal #self

It began during a late-night research session in my home lab, surrounded by stacks of annotated linguistic corpora and the soft hum of GPU clusters. I was exploring the intersection of reinforcement l...

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Causal Inference Is Different in Business | Towards Data Science

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Causal Inference Is Different in Business | Towards Data Science

Towards Data Science·Alejandro Alvarez Perez·about 1 month ago

#XZ8Du21S

#editorspicks #deepdives #newsletter #businessanalytics #causalinference #causal

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

Coding agents produce causal DAGs, not logs

Explainable Causal Reinforcement Learning for bio-inspired soft robotics maintenance in carbon-negative infrastructure

Explainable Causal Reinforcement Learning for heritage language revitalization programs for extreme data sparsity scenarios

Causal Inference Is Different in Business | Towards Data Science