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Jan Kalivoda

Publications and source records attributed to Jan Kalivoda.

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The ack3 H1 2026 DeFi Incident Dataset: Audit Scope Across 135 Security Incidents

Smart-contract audits cover defined artifacts at a specific time, but the label audited is often treated as project-wide assurance. We analyze audit history and incident-path scope across 135 DeFi security incidents using the H1 2026 DeFi Incident Dataset published by cybersecurity company ack3 (https://ack3.ai), covering 1 January to 29 June 2026. The corpus reports USD 939.86 million in attributed loss. Audit history was identified for 68 incidents. Of these, 46 attack paths were outside all identified public pre-incident audit scopes, 20 were inside at least one scope, and 2 were unresolved. Within this 68-incident subset, outside-scope paths represented 67.6% by count and 94.4% of reported loss. The loss-weighted result was concentrated in two large incidents; excluding both reduced the share to 72.1%, while preserving the direction of the result. We also describe audit age, temporal loss distribution, and affected project types. The results show that project-level audit history and incident-path scope are distinct variables.

cs.CR

Neural Network Approach to Railway Stand Lateral Skew Control

The paper presents a study of an adaptive approach to lateral skew control for an experimental railway stand. The preliminary experiments with the real experimental railway stand and simulations with its 3-D mechanical model, indicates difficulties of model-based control of the device. Thus, use of neural networks for identification and control of lateral skew shall be investigated. This paper focuses on real-data based modeling of the railway stand by various neural network models, i.e; linear neural unit and quadratic neural unit architectures. Furthermore, training methods of these neural architectures as such, real-time-recurrent-learning and a variation of back-propagation-through-time are examined, accompanied by a discussion of the produced experimental results.

eess.SY