Search Results for author: Daqian Shao

Found 2 papers, 1 papers with code

STR-Cert: Robustness Certification for Deep Text Recognition on Deep Learning Pipelines and Vision Transformers

no code implementations28 Nov 2023 Daqian Shao, Lukas Fesser, Marta Kwiatkowska

Robustness certification, which aims to formally certify the predictions of neural networks against adversarial inputs, has become an integral part of important tool for safety-critical applications.

Scene Text Recognition

Sample Efficient Model-free Reinforcement Learning from LTL Specifications with Optimality Guarantees

1 code implementation2 May 2023 Daqian Shao, Marta Kwiatkowska

Linear Temporal Logic (LTL) is widely used to specify high-level objectives for system policies, and it is highly desirable for autonomous systems to learn the optimal policy with respect to such specifications.

reinforcement-learning Reinforcement Learning (RL)

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