no code implementations • 11 Apr 2022 • Xiou Ge, Richard T. Goodwin, Haizi Yu, Pablo Romero, Omar Abdelrahman, Amruta Sudhalkar, Julius Kusuma, Ryan Cialdella, Nishant Garg, Lav R. Varshney
Finally, we report on how these formulations were used in the construction of buildings and structures in a Meta data center in DeKalb, IL, USA.
no code implementations • 14 Jan 2022 • Haizi Yu, Igor Mineyev, Lav R. Varshney, James A. Evans
Using simply the nearest-neighbor classifier on this similarity space, we achieve human-level character recognition using only 1--10 examples per class and nothing else (no pre-training).
no code implementations • 1 Jan 2021 • Haizi Yu, James Evans, Lav R. Varshney
ILL focuses on explainability and generalizability from "small data", and aims for rules akin to those humans distill from experience (rather than a representation optimized for a specific task like classification).
no code implementations • 15 Apr 2020 • Haizi Yu, Heinrich Taube, James A. Evans, Lav R. Varshney
Interpretability of machine learning models has gained more and more attention among researchers in the artificial intelligence (AI) and human-computer interaction (HCI) communities.
no code implementations • 30 Jul 2018 • Haizi Yu, Igor Mineyev, Lav R. Varshney
Abstraction plays a key role in concept learning and knowledge discovery; this paper is concerned with computational abstraction.
no code implementations • NeurIPS 2017 • Haizi Yu, Tianxi Li, Lav R. Varshney
Abstraction and realization are bilateral processes that are key in deriving intelligence and creativity.
no code implementations • 17 Jun 2016 • Haizi Yu, Lav R. Varshney, Guy E. Garnett, Ranjitha Kumar
Throughout music history, theorists have identified and documented interpretable rules that capture the decisions of composers.