1 code implementation • 8 Feb 2024 • Thomas Sandholm, Sayandev Mukherjee, Bernardo A. Huberman
We present a novel approach to exploring innovation problem and solution domains using LLM fine-tuning with a custom idea database.
no code implementations • 26 Nov 2022 • Sayandev Mukherjee, Bernardo A. Huberman
We argue that many properties of fully-connected feedforward neural networks (FCNNs), also called multi-layer perceptrons (MLPs), are explainable from the analysis of a single pair of operations, namely a random projection into a higher-dimensional space than the input, followed by a sparsification operation.
no code implementations • 13 Oct 2021 • Shahrukh Khan Kasi, Sayandev Mukherjee, Lin Cheng, Bernardo A. Huberman
Communications standards are designed via committees of humans holding repeated meetings over months or even years until consensus is achieved.