1 citations · 1 across the 1 of their papers we have counts for
4 papers
Synthesizing Pareto-Optimal Interpretations for Black-Box Models
Hazem Torfah, Shetal Shah, Supratik Chakraborty +2
We present a new multi-objective optimization approach for synthesizing interpretations that "explain" the behavior of black-box machine learning models. Constructing human-underst…
Knowledge Compilation for Boolean Functional Synthesis
S. Akshay, Jatin Arora, Supratik Chakraborty +3
Given a Boolean formula F(X,Y), where X is a vector of outputs and Y is a vector of inputs, the Boolean functional synthesis problem requires us to compute a Skolem function vector…
What's hard about Boolean Functional Synthesis
S. Akshay, Supratik Chakraborty, Shubham Goel +2
Given a relational specification between Boolean inputs and outputs, the goal of Boolean functional synthesis is to synthesize each output as a function of the inputs such that the…
Towards Parallel Boolean Functional Synthesis
S. Akshay, Supratik Chakraborty, Ajith K. John +1
Given a relational specification R(X, Y), where X and Y are sequences of input and output variables, we wish to synthesize each output as a function of the inputs such that the spe…