Entity · technique

Fisher score

techniqueactiveprovisionalfisher-score-3e837b07·1 events·first seen 16h ago

Aliases: Fisher score

Co-occurring entities

A Continual Validation, Updating, and Decision-Making Framework for Self-Adaptive Digital Twins via Robust Model Predictive Control LoRA (Low-Rank Adaptation)

More like this (12)

Fisher-SEP FisherSketch FactScore BERTScore integrated Brier score PsyScore Exact Posterior Score concrete score function spoiler-score detector isomorphism-based scoring SAE Specificity Score Fleiss' Kappa

Recent events (1)

4arXiv · cs.AI·16h ago·source ↗

Adaptive Digital Twin framework uses LoRA and drift detection for continual surrogate model validation

A new arXiv preprint presents a framework for self-adaptive Digital Twins that combines Fisher score-based drift detection, Low-Rank Adaptation (LoRA) for parameter-efficient continual learning, and Mann-Whitney U tests for online statistical validation of surrogate model updates. The system triggers fine-tuning of fewer than 1% of model parameters upon drift detection and certifies predictive improvement before deploying updated surrogates. Case studies in stochastic linear systems and directed energy deposition additive manufacturing demonstrate successful detection of distributional shifts with short delays. The work addresses the open challenge of maintaining surrogate model fidelity under concept drift in real-time physical system mirroring.

Evaluation and Benchmarking Enterprise Deployment Patterns A Continual Validation, Updating, and Decision-Making Framework for Self-Adaptive Digital Twins via Robust Model Predictive Control Fisher score LoRA (Low-Rank Adaptation)