Position: Certifiable State Integrity in Cyber-Physical Systems -- Why Modular Sovereignty Solves the Plasticity-Stability Paradox
Fuente:
arXiv
Saved in:
| Main Authors: | Spotorno, Enzo Nicolás, Fröhlich, Antônio Augusto Medeiros |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Dual-Stream Physics-Augmented Unsupervised Architecture for Runtime Embedded Vehicle Health Monitoring
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)
Hard-Constrained Neural Networks with Physics-Embedded Architecture for Residual Dynamics Learning and Invariant Enforcement in Cyber-Physical Systems
by: Spotorno, Enzo Nicolás, et al.
Published: (2025)
by: Spotorno, Enzo Nicolás, et al.
Published: (2025)
White-Box Neural Ensemble for Vehicular Plasticity: Quantifying the Efficiency Cost of Symbolic Auditability in Adaptive NMPC
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)
Empirical Stability Analysis of Kolmogorov-Arnold Networks in Hard-Constrained Recurrent Physics-Informed Discovery
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)
Supervised Metric Regularization Through Alternating Optimization for Multi-Regime Physics-Informed Neural Networks
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)
Flowcean - Model Learning for Cyber-Physical Systems
by: Schmidt, Maximilian, et al.
Published: (2026)
by: Schmidt, Maximilian, et al.
Published: (2026)
Online Decentralized Federated Multi-task Learning With Trustworthiness in Cyber-Physical Systems
by: Odeyomi, Olusola, et al.
Published: (2025)
by: Odeyomi, Olusola, et al.
Published: (2025)
Data Driven Diagnosis for Large Cyber-Physical-Systems with Minimal Prior Information
by: Steude, Henrik Sebastian, et al.
Published: (2025)
by: Steude, Henrik Sebastian, et al.
Published: (2025)
Continual Reinforcement Learning for Cyber-Physical Systems: Lessons Learned and Open Challenges
by: Nolle, Kim N., et al.
Published: (2025)
by: Nolle, Kim N., et al.
Published: (2025)
FIRE: Frobenius-Isometry Reinitialization for Balancing the Stability-Plasticity Tradeoff
by: Han, Isaac, et al.
Published: (2026)
by: Han, Isaac, et al.
Published: (2026)
AltNet: Addressing the Plasticity-Stability Dilemma in Reinforcement Learning
by: Maheshwari, Mansi, et al.
Published: (2025)
by: Maheshwari, Mansi, et al.
Published: (2025)
Quantifying Robustness: A Benchmarking Framework for Deep Learning Forecasting in Cyber-Physical Systems
by: Windmann, Alexander, et al.
Published: (2025)
by: Windmann, Alexander, et al.
Published: (2025)
Federated Learning for Efficient Condition Monitoring and Anomaly Detection in Industrial Cyber-Physical Systems
by: Marfo, William, et al.
Published: (2025)
by: Marfo, William, et al.
Published: (2025)
Neuron-level Balance between Stability and Plasticity in Deep Reinforcement Learning
by: Lan, Jiahua, et al.
Published: (2025)
by: Lan, Jiahua, et al.
Published: (2025)
Product-Aware Deep Autoencoders for Robust Process Monitoring in Multi-Product Cyber-Physical Systems
by: Islam, MD Shafikul, et al.
Published: (2026)
by: Islam, MD Shafikul, et al.
Published: (2026)
Certified Robustness from Approximate Gaussian Mixture Structures in Pretrained Latent Spaces
by: Emmanouilidis, Konstantinos, et al.
Published: (2026)
by: Emmanouilidis, Konstantinos, et al.
Published: (2026)
Backdoor Attacks on Fault Detection and Localization in Cyber-Physical Systems
by: Jean, Abile, et al.
Published: (2026)
by: Jean, Abile, et al.
Published: (2026)
Hierarchical Testing with Rabbit Optimization for Industrial Cyber-Physical Systems
by: Hu, Jinwei, et al.
Published: (2025)
by: Hu, Jinwei, et al.
Published: (2025)
ASTRO: Adaptive Spatio-Temporal Reinforcement Optimization for GNN Powered Anomly Detection in Cyber Physical Systems
by: Yar, Rai Ali, et al.
Published: (2026)
by: Yar, Rai Ali, et al.
Published: (2026)
On the Stability of Expressive Positional Encodings for Graphs
by: Huang, Yinan, et al.
Published: (2023)
by: Huang, Yinan, et al.
Published: (2023)
Certifying Counterfactual Bias in LLMs
by: Chaudhary, Isha, et al.
Published: (2024)
by: Chaudhary, Isha, et al.
Published: (2024)
Certified Signed Graph Unlearning
by: Zhao, Junpeng, et al.
Published: (2025)
by: Zhao, Junpeng, et al.
Published: (2025)
Position: Why a Dynamical Systems Perspective is Needed to Advance Time Series Modeling
by: Durstewitz, Daniel, et al.
Published: (2026)
by: Durstewitz, Daniel, et al.
Published: (2026)
Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off
by: Lai, Song, et al.
Published: (2025)
by: Lai, Song, et al.
Published: (2025)
SplitLoRA: Balancing Stability and Plasticity in Continual Learning Through Gradient Space Splitting
by: Qiu, Haomiao, et al.
Published: (2025)
by: Qiu, Haomiao, et al.
Published: (2025)
Hessian-Free Online Certified Unlearning
by: Qiao, Xinbao, et al.
Published: (2024)
by: Qiao, Xinbao, et al.
Published: (2024)
Incremental Causal Graph Learning for Online Cyberattack Detection in Cyber-Physical Infrastructures
by: Malarkkan, Arun Vignesh, et al.
Published: (2025)
by: Malarkkan, Arun Vignesh, et al.
Published: (2025)
Towards Developing Safety Assurance Cases for Learning-Enabled Medical Cyber-Physical Systems
by: Bagheri, Maryam, et al.
Published: (2022)
by: Bagheri, Maryam, et al.
Published: (2022)
Position: State-of-the-Art Claims Require State-of-the-Art Evidence
by: Oh, YongKyung
Published: (2026)
by: Oh, YongKyung
Published: (2026)
Meaningful Causal Aggregation and Paradoxical Confounding
by: Zhu, Yuchen, et al.
Published: (2023)
by: Zhu, Yuchen, et al.
Published: (2023)
CTBENCH: A Library and Benchmark for Certified Training
by: Mao, Yuhao, et al.
Published: (2024)
by: Mao, Yuhao, et al.
Published: (2024)
CEAR: Certified Ensemble Adversarial Robustness in DNNs
by: Sadig, Daniel, et al.
Published: (2026)
by: Sadig, Daniel, et al.
Published: (2026)
Understanding Certified Training with Interval Bound Propagation
by: Mao, Yuhao, et al.
Published: (2023)
by: Mao, Yuhao, et al.
Published: (2023)
Certifying Global Robustness for Deep Neural Networks
by: Li, You, et al.
Published: (2024)
by: Li, You, et al.
Published: (2024)
Lipschitz-aware Linearity Grafting for Certified Robustness
by: Han, Yongjin, et al.
Published: (2025)
by: Han, Yongjin, et al.
Published: (2025)
Certifiably Byzantine-Robust Federated Conformal Prediction
by: Kang, Mintong, et al.
Published: (2024)
by: Kang, Mintong, et al.
Published: (2024)
Learning to Solve Combinatorial Optimization under Positive Linear Constraints via Non-Autoregressive Neural Networks
by: Wang, Runzhong, et al.
Published: (2024)
by: Wang, Runzhong, et al.
Published: (2024)
Plasticity as the Mirror of Empowerment
by: Abel, David, et al.
Published: (2025)
by: Abel, David, et al.
Published: (2025)
Hybrid Temporal Differential Consistency Autoencoder for Efficient and Sustainable Anomaly Detection in Cyber-Physical Systems
by: Somma, Michael
Published: (2025)
by: Somma, Michael
Published: (2025)
Safe and Certifiable AI Systems: Concepts, Challenges, and Lessons Learned
by: Schweighofer, Kajetan, et al.
Published: (2025)
by: Schweighofer, Kajetan, et al.
Published: (2025)
Similar Items
-
A Dual-Stream Physics-Augmented Unsupervised Architecture for Runtime Embedded Vehicle Health Monitoring
by: Spotorno, Enzo Nicolas, et al.
Published: (2026) -
Hard-Constrained Neural Networks with Physics-Embedded Architecture for Residual Dynamics Learning and Invariant Enforcement in Cyber-Physical Systems
by: Spotorno, Enzo Nicolás, et al.
Published: (2025) -
White-Box Neural Ensemble for Vehicular Plasticity: Quantifying the Efficiency Cost of Symbolic Auditability in Adaptive NMPC
by: Spotorno, Enzo Nicolas, et al.
Published: (2026) -
Empirical Stability Analysis of Kolmogorov-Arnold Networks in Hard-Constrained Recurrent Physics-Informed Discovery
by: Spotorno, Enzo Nicolas, et al.
Published: (2026) -
Supervised Metric Regularization Through Alternating Optimization for Multi-Regime Physics-Informed Neural Networks
by: Spotorno, Enzo Nicolas, et al.
Published: (2026)