Daniel J. Fremont

Orcid: 0000-0002-9992-9965

Affiliations:
  • University of California, Santa Cruz, CA, USA
  • University of California, Berkeley, CA, USA (former)


According to our database1, Daniel J. Fremont authored at least 38 papers between 2013 and 2023.

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Timeline

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Bibliography

2023
Scenic: a language for scenario specification and data generation.
Mach. Learn., October, 2023

Guest Editorial: Special issue on robust machine learning.
Mach. Learn., 2023

Compositional Simulation-Based Analysis of AI-Based Autonomous Systems for Markovian Specifications.
Proceedings of the Runtime Verification - 23rd International Conference, 2023

Symbiotic CPS Design-Space Exploration through Iterated Optimization.
Proceedings of Cyber-Physical Systems and Internet of Things Week 2023, 2023

Tackling simulation inconsistencies in the robot design process by selective empirical evaluation.
Proceedings of Cyber-Physical Systems and Internet of Things Week 2023, 2023

3D Environment Modeling for Falsification and Beyond with Scenic 3.0.
Proceedings of the Computer Aided Verification - 35th International Conference, 2023

2022
Demo: Querying Labelled Data with Scenario Programs for Sim-to-Real Validation.
Proceedings of the 13th ACM/IEEE International Conference on Cyber-Physical Systems, 2022

Querying Labelled Data with Scenario Programs for Sim-to-Real Validation.
Proceedings of the 13th ACM/IEEE International Conference on Cyber-Physical Systems, 2022

Fuzzing Malicious Driving Behavior to find Vulnerabilities in Collision Avoidance Systems.
Proceedings of the IEEE European Symposium on Security and Privacy, 2022

Randomized Synthesis for Diversity and Cost Constraints with Control Improvisation.
Proceedings of the Computer Aided Verification - 34th International Conference, 2022

2021
A Scenario-Based Platform for Testing Autonomous Vehicle Behavior Prediction Models in Simulation.
CoRR, 2021

Parallel and Multi-objective Falsification with Scenic and VerifAI.
Proceedings of the Runtime Verification - 21st International Conference, 2021

Formal Analysis of AI-Based Autonomy: From Modeling to Runtime Assurance.
Proceedings of the Runtime Verification - 21st International Conference, 2021

Entropy-Guided Control Improvisation.
Proceedings of the Robotics: Science and Systems XVII, Virtual Event, July 12-16, 2021., 2021

Safety in Autonomous Driving: Can Tools Offer Guarantees?
Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

Addressing the IEEE AV Test Challenge with Scenic and VerifAI.
Proceedings of the 2021 IEEE International Conference on Artificial Intelligence Testing, 2021

2020
A Customizable Dynamic Scenario Modeling and Data Generation Platform for Autonomous Driving.
CoRR, 2020

Formal Scenario-Based Testing of Autonomous Vehicles: From Simulation to the Real World.
Proceedings of the 23rd IEEE International Conference on Intelligent Transportation Systems, 2020

Formal Analysis and Redesign of a Neural Network-Based Aircraft Taxiing System with VerifAI.
Proceedings of the Computer Aided Verification - 32nd International Conference, 2020

2019
Algorithmic Improvisation.
PhD thesis, 2019

VERIFAI: A Toolkit for the Design and Analysis of Artificial Intelligence-Based Systems.
CoRR, 2019

Scenic: a language for scenario specification and scene generation.
Proceedings of the 40th ACM SIGPLAN Conference on Programming Language Design and Implementation, 2019

VerifAI: A Toolkit for the Formal Design and Analysis of Artificial Intelligence-Based Systems.
Proceedings of the Computer Aided Verification - 31st International Conference, 2019

2018
Scenic: Language-Based Scene Generation.
CoRR, 2018

Reactive Control Improvisation.
Proceedings of the Computer Aided Verification - 30th International Conference, 2018

Formal Specification for Deep Neural Networks.
Proceedings of the Automated Technology for Verification and Analysis, 2018

2017
Control Improvisation.
CoRR, 2017

Maximum Model Counting.
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Specification Mining for Machine Improvisation with Formal Specifications.
Comput. Entertain., 2016

On the Hardness of SAT with Community Structure.
Proceedings of the Theory and Applications of Satisfiability Testing - SAT 2016, 2016

Learning and Visualizing Music Specifications Using Pattern Graphs.
Proceedings of the 17th International Society for Music Information Retrieval Conference, 2016

Control Improvisation with Probabilistic Temporal Specifications.
Proceedings of the First IEEE International Conference on Internet-of-Things Design and Implementation, 2016

Constrained Sampling and Counting: Universal Hashing Meets SAT Solving.
Proceedings of the Beyond NP, 2016

2015
On Parallel Scalable Uniform SAT Witness Generation.
Proceedings of the Tools and Algorithms for the Construction and Analysis of Systems, 2015

Control Improvisation.
Proceedings of the 35th IARCS Annual Conference on Foundation of Software Technology and Theoretical Computer Science, 2015

2014
Speeding Up SMT-Based Quantitative Program Analysis.
Proceedings of the 12th International Workshop on Satisfiability Modulo Theories, 2014

Distribution-Aware Sampling and Weighted Model Counting for SAT.
Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013
The Reachability Problem for Affine Functions on the Integers
CoRR, 2013


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