Sotabase

Career

· Co-founder (HoloClean acquired by Inductiv), Inductiv2020–
· Co-founder (Lattice.io acquired by Apple), Apple2017–
· Professor, Stanford University2013–
· Assistant Professor, University of Wisconsin-Madison2009–2013
· Co-founder, SambaNova Systems
· Co-founder, Snorkel AI

Publications (127)

Hogwild: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent
Neural Information Processing Systems · 2011
2,338
cited
Hyperbolic Graph Convolutional Neural Networks
Neural Information Processing Systems · 2019
775
cited
High-throughput Generative Inference of Large Language Models with a Single GPU
International Conference on Machine Learning · 2023
592
cited
Hungry Hungry Hippos: Towards Language Modeling with State Space Models
International Conference on Learning Representations · 2022
567
cited
H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models
Neural Information Processing Systems · 2023
512
cited
On the Parameterization and Initialization of Diagonal State Space Models
Neural Information Processing Systems · 2022
489
cited
Representation Tradeoffs for Hyperbolic Embeddings
International Conference on Machine Learning · 2018
471
cited
Low-Dimensional Hyperbolic Knowledge Graph Embeddings
Annual Meeting of the Association for Computational Linguistics · 2020
447
cited
Hidden stratification causes clinically meaningful failures in machine learning for medical imaging
ACM Conference on Health, Inference, and Learning · 2019
441
cited
Hyena Hierarchy: Towards Larger Convolutional Language Models
International Conference on Machine Learning · 2023
437
cited
HyenaDNA: Long-Range Genomic Sequence Modeling at Single Nucleotide Resolution
Neural Information Processing Systems · 2023
422
cited
Machine Learning on Graphs: A Model and Comprehensive Taxonomy
Journal of machine learning research · 2020
333
cited
LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Models
Social Science Research Network · 2023
314
cited
Incremental Knowledge Base Construction Using DeepDive
The VLDB journal · 2015
292
cited
Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time
International Conference on Machine Learning · 2023
284
cited
Factoring nonnegative matrices with linear programs
Neural Information Processing Systems · 2012
207
cited
Understanding and Improving Information Transfer in Multi-Task Learning
International Conference on Learning Representations · 2020
177
cited
DeepDive: Declarative Knowledge Base Construction
SGMD · 2016
153
cited
Global Convergence of Stochastic Gradient Descent for Some Non-convex Matrix Problems
International Conference on Machine Learning · 2014
153
cited
How to Train Your HiPPO: State Space Models with Generalized Orthogonal Basis Projections
International Conference on Learning Representations · 2022
142
cited
Sotabase
Chris Ré | Researcher Profile | Sotabase | Sotabase