activity
20222026
most citedProvably Safe Reinforcement Learning via Action Projection using Reachability Analysis and Polynomial Zonotopes

39 citations · 63 across the 21 of their papers we have counts for

collaborators
Showing 2026Show all

9 papers · 1 filter

cs.MA2026

Auditable and Deployable Multi-Agent Motion Planning via Posetal Games from Legal Guidelines

Florian Lercher, Karan Mahesh, Yujun Huang +6

When robots are deployed in the real-world, they must interact with other agents and accomplish their own goals while adhering to legal constraints. These potentially conflicting o…

cs.RO2026

Expressiveness, Equivalence, and Uncertainty in Velocity Obstacles and Closest Point of Approach Metrics

Elizabeth Dietrich, Liam M. Imagawa, Hanna Krasowski +3

Time to Closest Point of Approach (TCPA), Distance to Closest Point of Approach (DCPA), and Velocity Obstacles (VOs), are widely used to assess and mitigate collision risk in auton…

eess.SY2026

Decentralized Safe Multi-Agent Reinforcement Learning via Predictive Shielding

Yacine El Yamani, Hanna Krasowski, Elena Vanneaux

Environments are increasingly populated by multiple robots performing independent tasks with limited prior knowledge of each other. Deploying such multi-agent systems presents sign…

cs.RO2026

Staying on Spec: Real-Time Monitoring under Uncertainty with a Maritime Case Study

Elizabeth Dietrich, Hanna Krasowski, Emir Cem Gezer +3

Robotic systems must operate under uncertainty while satisfying complex task and safety specifications. Monitoring such specifications under uncertainty remains challenging, as exi…

eess.SY2026

Learning-enabled Parameter Synthesis for Nonlinear Systems from Signal Temporal Logic

Alex Beaudin, Hanna Krasowski, Eric Palanques-Tost +2

Signal Temporal Logic (STL) is increasingly used to describe interpretable objectives and constraints for optimal control and learning methods, especially when no target time serie…

cs.RO2026

X-Safe: Embodiment-Agnostic Safeguarding for Robot Arm Manipulation Policies via Action Masking

Alex Beaudin, Hanna Krasowski, Kartik Nagpal +3

Ensuring safety of learning-enabled robotic manipulation across diverse embodiments and tasks still requires significant manual engineering. For collision avoidance, existing appro…

eess.SY2026

Finite-Step Invariant Sets for Hybrid Systems with Probabilistic Guarantees

Varun Madabushi, Elizabeth Dietrich, Hanna Krasowski +1

Poincare return maps are a fundamental tool for analyzing periodic orbits in hybrid dynamical systems, including legged locomotion, power electronics, and other cyber-physical syst…

eess.SY2026

Probably Approximately Correct Guarantees for Data-Driven Reachability Analysis: A Theoretical and Empirical Comparison

Elizabeth Dietrich, Hanna Krasowski, Murat Arcak

Reachability analysis evaluates system safety by identifying the set in which states may evolve over a time horizon. Data-driven reachability analysis estimates reachable sets and…

eess.SY2026

Importance Sampling for Statistical Certification of Viable Initial Sets

Elizabeth Dietrich, Hanna Krasowski, Vegard Flovik +1

We study the problem of statistically certifying viable initial sets (VISs)---sets of initial conditions whose trajectories satisfy a given control specification. While VISs can be…