no code implementations • 14 Sep 2023 • Aarthi Venkat, Joyce Chew, Ferran Cardoso Rodriguez, Christopher J. Tape, Michael Perlmutter, Smita Krishnaswamy
We show this method outperforms numerous others on tasks such as embedding directed graphs and learning cellular signaling networks.
no code implementations • 13 Jun 2023 • Dhananjay Bhaskar, Sumner Magruder, Edward De Brouwer, Aarthi Venkat, Frederik Wenkel, Guy Wolf, Smita Krishnaswamy
Complex systems are characterized by intricate interactions between entities that evolve dynamically over time.
no code implementations • 5 Jun 2023 • Samuel Leone, Aarthi Venkat, Guillaume Huguet, Alexander Tong, Guy Wolf, Smita Krishnaswamy
GFMMD is defined via an optimal witness function that is both smooth on the graph and maximizes difference in expectation between the pair of distributions on the graph.