← Search

Zachary Serlin

7 accepted papers

2026

Safety on the Fly: Constructing Robust Safety Filters Via Policy Control Barrier Functions at Runtime

ICRA 2026poster

Control Barrier Functions (CBFs) have proven to be an effective tool for performing safe control synthesis for nonlinear systems. However, guaranteeing safety in the presence of disturbances and input constraints for high relative degree systems is a difficult problem. In this work, we propose the R…

2025

Safety on the Fly: Constructing Robust Safety Filters via Policy Control Barrier Functions at Runtime

RA-L 2025

Control Barrier Functions (CBFs) have proven to be an effective tool for performing safe control synthesis for nonlinear systems. However, guaranteeing safety in the presence of disturbances and input constraints for high relative degree systems is a difficult problem. In this work, we propose the R

Cited by 9SourceScholar
2025

Solving Multi-Agent Safe Optimal Control with Distributed Epigraph Form MARL

RSS 2025poster

Tasks for multi-robot systems often require the robots to collaborate and complete a team goal while maintaining safety. This problem is usually formalized as a Constrained Markov decision process (CMDP), which targets minimizing a global cost and bringing the mean of constraint violation below a us…

Cited by 0PDFScholar
2024

How to Train Your Neural Control Barrier Function: Learning Safety Filters for Complex Input-Constrained Systems

ICRA 2024poster

Control barrier functions (CBFs) have become popular as a safety filter to guarantee the safety of nonlinear dynamical systems for arbitrary inputs. However, it is difficult to construct functions that satisfy the CBF constraints for high relative degree systems with input constraints. To address th…

Cited by 34SourceScholar
2022

Probabilistic Coordination of Heterogeneous Teams From Capability Temporal Logic Specifications

RA-L 2022

This letter explores coordination of heterogeneous teams of agents from high-level specifications. We employ Capability Temporal Logic (CaTL) to express rich, temporal-spatial tasks that require cooperation between many agents with unique capabilities. CaTL specifies combinations of <italic xmlns:mm

Cited by 5SourceScholar