3 citations · 3 across the 2 of their papers we have counts for
3 papers
SAIL: Sound Abstract Interpreters with LLMs
Qiuhan Gu, Avaljot Singh, Gagandeep Singh
How to construct globally sound abstract interpreters to safely approximate program behaviors remains a bottleneck in abstract interpretation. In this paper, we show the potential…
A Tensor-Based Compiler and a Runtime for Neuron-Level DNN Certifier Specifications
Avaljot Singh, Yamin Chandini Sarita, Aditya Mishra +3
The uninterpretability of DNNs has led to the adoption of abstract interpretation-based certification as a practical means to establish trust in real-world systems that rely on DNN…
Automated Verification of Soundness of DNN Certifiers
Avaljot Singh, Yasmin Chandini Sarita, Charith Mendis +1
The uninterpretability of Deep Neural Networks (DNNs) hinders their use in safety-critical applications. Abstract Interpretation-based DNN certifiers provide promising avenues for…