activity
20142026
most citedOptimization with Temporal and Logical Specifications via Generalized Mean-based Smooth Robustness Measures

4 citations · 6 across the 8 of their papers we have counts for

collaborators

8 papers

cs.SE2026

FPScan: An Automated Constraint-Based Analyzer for Floating-Point Anomaly Detection

Julien Bortolussi, Dorra Ben Khalifa, Pierre-Loïc Garoche

Writing error-free floating-point programs is a challenging task, especially for programmers who lack a strong background in numerical analysis and rounding-error propagation. Stat…

cs.PL2026

Teaching Synchronous Dataflow Modelling with Learn-Heptagon

Pierre-Loïc Garoche, Basile Pesin

Lustre is a synchronous dataflow language designed to implement safety-critical embedded software. In addition to writing executable programs, the language doubles as a program log…

cs.LG2026

Quadratic Characterizations for Reachability Analysis of Neural Networks

Elias Khalife, Mazen Farhood, Pierre-Loic Garoche

Quadratic constraints (QCs) are widely used to characterize nonlinearities and uncertainties, but generic analytical characterizations can be conservative on bounded domains. This…

eess.SY2025

Formally Proving Invariant Systemic Properties of Control Programs Using Ghost Code and Integral Quadratic Constraints

Elias Khalife, Pierre-Loic Garoche, Mazen Farhood

This paper focuses on formally verifying invariant properties of control programs both at the model and code levels. The physical process is described by an uncertain discrete-time…

math.OC2024★ 4 cited

Optimization with Temporal and Logical Specifications via Generalized Mean-based Smooth Robustness Measures

Samet Uzun, Purnanand Elango, Pierre-Loic Garoche +1

This paper introduces a generalized mean-based C^1-smooth robustness measure over discrete-time signals (D-GMSR) for signal temporal logic (STL) specifications. In conjunction with…

cs.LO2023★ 2 cited

Towards Proved Formal Specification and Verification of STL Operators as Synchronous Observers

Céline Bellanger, Pierre-Loïc Garoche, Matthieu Martel +1

Signal Temporal Logic (STL) is a convenient formalism to express bounded horizon properties of autonomous critical systems. STL extends LTL to real-valued signals and associates a…

cs.LG2022

Set-based value operators for non-stationary Markovian environments

Sarah H. Q. Li, Assalé Adjé, Pierre-Loïc Garoche +1

This paper analyzes finite state Markov Decision Processes (MDPs) with uncertain parameters in compact sets and re-examines results from robust MDP via set-based fixed point theory…

eess.SY2014

Credible Autocoding of Convex Optimization Algorithms

Timothy Wang, Romain Jobredeaux, Marc Pantel +3

The efficiency of modern optimization methods, coupled with increasing computational resources, has led to the possibility of real-time optimization algorithms acting in safety cri…