Sotabase

Career

· Co-Founder & CEO, Pika2023–
· Doctor of Philosophy - PhD Computer Science, Stanford University2021–2023
· Master's degree Computer Science, Harvard University2020–2021
· Bachelor's degree Mathematics, Harvard University2016–2021

Publications (30)

Biological structure and function emerge from scaling unsupervised learning to 250 million protein sequences
Proceedings of the National Academy of Sciences of the United States of America · 2019
2,730
cited
PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding
European Conference on Computer Vision · 2020
758
cited
Parameter-Efficient Transfer Learning with Diff Pruning
Annual Meeting of the Association for Computational Linguistics · 2020
475
cited
Evaluating Compositionality in Sentence Embeddings
Annual Meeting of the Cognitive Science Society · 2018
126
cited
Latent Alignment and Variational Attention
Neural Information Processing Systems · 2018
115
cited
Sequence-level Mixed Sample Data Augmentation
Conference on Empirical Methods in Natural Language Processing · 2020
106
cited
The Data Calculator: Data Structure Design and Cost Synthesis from First Principles and Learned Cost Models
SIGMOD Conference · 2018
90
cited
CraftAssist: A Framework for Dialogue-enabled Interactive Agents
arXiv.org · 2019
41
cited
The Periodic Table of Data Structures
IEEE Data Engineering Bulletin · 2018
35
cited
Why Build an Assistant in Minecraft?
arXiv.org · 2019
31
cited
Learning Data Structure Alchemy
IEEE Data Engineering Bulletin · 2019
23
cited
Analyzing machine-learned representations: A natural language case study
Cognitive Sciences · 2019
13
cited
MicroNet for Efficient Language Modeling
Neural Information Processing Systems · 2020
8
cited
Order-Aware Generative Modeling Using the 3D-Craft Dataset
IEEE International Conference on Computer Vision · 2019
8
cited
Leveraging Deepfakes to Close the Domain Gap between Real and Synthetic Images in Facial Capture Pipelines
arXiv.org · 2022
5
cited
Past and Future Steps for Adaptive Storage Data Systems: From Shallow to Deep Adaptivity
Business Intelligence for the Real-Time Enterprises · 2016
5
cited
The Internals of the Data Calculator
arXiv.org · 2018
3
cited
Gandalf : Data Augmentation is all you need for Extreme Classification
2022
1
cited
Learning Algorithms for Automatic Data Structure Design
SIGMOD Conference · 2021
1
cited
B IOLOGICAL S TRUCTURE AND F UNCTION E MERGE FROM S CALING U NSUPERVISED L EARNING TO 250 M ILLION P ROTEIN S EQUENCES
2019
Sotabase
Demi Guo | Researcher Profile | Sotabase | Sotabase