TrajRS adapts randomized smoothing to provide certified robust radii for trajectory predictors, with tailored definitions for robustness of the optimal prediction and for all possible predictions.
Clucert: Certifying llm robustness via clustering-guided denoising smoothing,
2 Pith papers cite this work. Polarity classification is still indexing.
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cs.AI 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
A three-layer probabilistic assume-guarantee architecture is structurally required for safe LLM agent deployment.
citing papers explorer
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TrajRS: Towards Certified Robustness in Pedestrian Trajectory Prediction
TrajRS adapts randomized smoothing to provide certified robust radii for trajectory predictors, with tailored definitions for robustness of the optimal prediction and for all possible predictions.
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Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment
A three-layer probabilistic assume-guarantee architecture is structurally required for safe LLM agent deployment.