UCATSC uses belief-state rollouts and predictive safety constraints to enable competitive, dilemma-zone-free traffic signal control under vision-based partial observability.
Planning and acting in partially observable stochastic domains
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2representative citing papers
All-step fixed-point amplitude amplification on IBM Heron preserves sequential Tiger POMDP posteriors and planner actions across 8–32 step horizons inside a measured operating envelope.
citing papers explorer
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UCATSC: Uncertainty-Aware Constrained Traffic Signal Control Under Vision-Based Partial Observability
UCATSC uses belief-state rollouts and predictive safety constraints to enable competitive, dilemma-zone-free traffic signal control under vision-based partial observability.
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QANTIS: Hardware-Calibrated Sequential POMDP Belief Updates on IBM Heron
All-step fixed-point amplitude amplification on IBM Heron preserves sequential Tiger POMDP posteriors and planner actions across 8–32 step horizons inside a measured operating envelope.