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TEMPORA: Efficient Verification of Metric Temporal Properties with Past in Pointwise Semantics
S. Akshay, Prerak Contractor, Paul Gastin +2
Model checking for real-timed systems is a rich and diverse topic. Among the different logics considered, Metric Interval Temporal Logic (MITL) is a powerful and commonly used logi…
Locally Pareto-Optimal Interpretations for Black-Box Machine Learning Models
Aniruddha Joshi, Supratik Chakraborty, S Akshay +3
Creating meaningful interpretations for black-box machine learning models involves balancing two often conflicting objectives: accuracy and explainability. Exploring the trade-off…
Presburger Functional Synthesis: Complexity and Tractable Normal Forms
S. Akshay, A. R. Balasubramanian, Supratik Chakraborty +1
Given a relational specification between inputs and outputs as a logic formula, the problem of functional synthesis is to automatically synthesize a function from inputs to outputs…