no code implementations • 24 Feb 2024 • Raven Rothkopf, Hannah Tongxin Zeng, Mark Santolucito
Our approach uses Temporal Stream Logic (TSL) to generate an automaton that enforces a temporal structure on an agent and leaves the details of each action for a moment in time to an LLM.
no code implementations • 13 Oct 2020 • Jialu Zhang, Yitan Wang, Mark Santolucito, Ruzica Piskac
The decision tree is one of the most popular and classical machine learning models from the 1980s.
no code implementations • 7 Feb 2020 • Kairo Morton, William Hallahan, Elven Shum, Ruzica Piskac, Mark Santolucito
By preprocessing SyGuS PBE problems with a neural network, we can use a data driven approach to reduce the size of the search space, then allow automated reasoning-based solvers to more quickly find a solution analytically.
2 code implementations • 1 Dec 2017 • Bernd Finkbeiner, Felix Klein, Ruzica Piskac, Mark Santolucito
On the other hand, however, synthesis from TSL is scalable, because it is independent of the complexity of the handled data.
Logic in Computer Science