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Alex Robey
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Cited by
Year
Efficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks
M Fazlyab, A Robey, H Hassani, M Morari, G Pappas
NeurIPS 2019, 2019
4592019
Learning Control Barrier Functions from Expert Demonstrations
A Robey*, H Hu*, L Lindemann, H Zhang, DV Dimarogonas, S Tu, ...
CDC 2020, 2020
1942020
Jailbreaking Black Box Large Language Models in Twenty Queries
P Chao, A Robey, E Dobriban, H Hassani, GJ Pappas, E Wong
arXiv, 2023
1482023
Model-Based Domain Generalization
A Robey, GJ Pappas, H Hassani
NeurIPS 2021, 2021
1212021
SmoothLLM: Defending Large Language Models against Jailbreaking Attacks
A Robey, E Wong, H Hassani, GJ Pappas
arXiv, 2023
822023
Provable Tradeoffs in Adversarially Robust Classification
E Dobriban, H Hassani, D Hong, A Robey
Transactions on Information Theory, 2020
642020
Model-Based Robust Deep Learning: Generalizing to Natural, Out-of-Distribution Data
A Robey, H Hassani, GJ Pappas
arXiv, 2020
642020
Learning Hybrid Control Barrier Functions from Data
L Lindemann, H Hu, A Robey, H Zhang, DV Dimarogonas, S Tu, N Matni
CoRL 2020, 2020
512020
Probable Domain Generalization via Quantile Risk Minimization
C Eastwood*, A Robey*, S Singh, J von Kügelgen, H Hassani, GJ Pappas, ...
NeurIPS 2022, 2022
442022
On the Sample Complexity of Stability Constrained Imitation Learning
S Tu, A Robey, T Zhang, N Matni
L4DC 2022, 2022
402022
Learning Robust Hybrid Control Barrier Functions for Uncertain Systems
A Robey*, L Lindemann*, S Tu, N Matni
ADHS 2021, 2021
382021
Adversarial Robustness with Semi-Infinite Constrained Learning
A Robey*, L Chamon*, GJ Pappas, H Hassani, A Ribeiro
NeurIPS 2021, 2021
362021
Probabilistically Robust Learning: Balancing Average- and Worst-case Performance
A Robey, LFO Chamon, GJ Pappas, H Hassani
ICML 2022, 2022
252022
Learning Robust Output Control Barrier Functions from Safe Expert Demonstrations
L Lindemann, A Robey, L Jiang, S Das, S Tu, N Matni
OJCSYS 2024, 2021
252021
Optimal Physical Preprocessing for Example-Based Super-Resolution
A Robey, V Ganapati
Optics Express, 2018
222018
Toward Certified Robustness Against Real-World Distribution Shifts
H Wu*, T Tagomori*, A Robey*, F Yang*, N Matni, G Pappas, H Hassani, ...
SaTML 2023, 2022
192022
Optimal Algorithms for Submodular Maximization With Distributed Constraints
A Robey, A Adibi, B Schlotfeldt, H Hassani, GJ Pappas
L4DC 2021, 2021
182021
Chordal Sparsity for Lipschitz Constant Estimation of Deep Neural Networks
A Xue, L Lindemann, A Robey, H Hassani, GJ Pappas, R Alur
CDC 2022, 2022
162022
Do Deep Networks Transfer Invariances Across Classes?
A Zhou*, F Tajwar*, A Robey, T Knowles, GJ Pappas, H Hassani, C Finn
ICLR 2022, 2022
122022
Closing the Closed-loop Distribution Shift in Safe Imitation Learning
S Tu, A Robey, N Matni
arXiv, 2021
92021
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