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AA228V/CS238V Validation of Safety Critical Systems

Past Final Projects

Winter 2025

File index, Files

  • Scalable Importance Sampling in High Dimensions with Low-Rank Mixture Proposals
  • Failure Analysis of Vision-Based Autonomous Aircraft Taxiing Systems
  • Adaptive Safety Validation for Autonomous GNC Systems
  • Evaluating Silent Data Corruption Detection Tools using QEMU-based Fault Injection
  • Blindspot: Empirical Validation of Embodied LLM Agents in Safety-Critical Environments
  • Reinforcement Learning for Intraday Option Trading with Explainability
  • Validation of a Sensor Mesh Network for Wildfire Smoke Monitoring
  • An Approach for Verification of Object Detector
  • Contextual Language Model Failure Probability
  • An Approach for Verification of Object Detector
  • Current Imbalance in a HV Battery Module with Stochastic Resistance Models
  • Wildfire Evacuation Model Agent Policies Validation
  • Stress-Testing Autonomous Vehicle Systems Under Environmental Uncertainty
  • Failure Probability Estimation in the F-16 Ground Collision Avoidance System
  • Enhancing Adaptive Stress Testing for Autonomous Vehicles Using Curriculum Learning
  • NIMBLE: Navigation in Implicit Maps by Bounding Learned Evaluations
  • A Safety Validation Pipeline for Autonomous Driving Agents
  • A Teleoperation Validation Framework: Integrating Network Quality, Vehicle Dynamics, and Human Factors
  • Highway to Hell: Understanding Failure Conditions for Autonomous Vehicles in Mandatory Lane Change Environments
  • Hamiltonian Jacobi Reachability under dynamic obstacles
  • Fuzzing-Based Sensor Degradation Analysis for a Planetary Exploration Vehicle
  • Safety Validation of UAV Search Coverage Task
  • Autonomous Rover Navigation
  • Efficiently Finding Likely Failures in Self-Driving Trucking Algorithms
  • Protecting Learning-based Agents from Out-of-Distribution Failures with Latent Space Dynamics Forecasting
  • Wildfire Evacuation Validation for Low Fuel Environments
  • Certainty in Volatility: Validation Models for Commodities Trading
  • Failure Probability Estimation for Robotic Grasping
  • Verification of Observation-Based Controllers under Perceptual Uncertainties via Hamilton-Jacobi Reachability Analysis
  • Validation of AVOIDDS in Critical Encounters
  • Fallback-Safe Control with Conformalized Neural Network Ensembles and MPC
  • Use of False-Positive Probability Estimation to Optimize RFI Detection Thresholds
  • STL-Verify: Automated Compliance Validation for AI-Generated Content Using Signal Temporal Logic