Research
Our work has been published at the top AI conferences, including NeurIPS, ICML, ICLR and AAAI, and their workshops, with several papers selected as spotlights and contributed talks.
The research team at Abacus.AI makes fundamental contributions to the field of AI/ML that might have an impact in the short or long run and does applied research that has benefits in practice. The areas we have been focusing on include large language models, time-series forecasting, recommender systems, automated machine learning, meta-learning, deep learning for tabular data, deep learning optimization, and fairness/debiasing in deep learning.
ICLR Spotlight
Colin White, Samuel Dooley, Manley Roberts, Arka Pal, Ben Feuer, Siddhartha Jain, Ravid Schwartz - Ziv, Neel Jain, Khalid Saifullah, Siddartha Naidu, Chinmay Hegde, Yann LeCun, Tom Goldstein, Willie Neiswanger, Micah Goldblum
NeurIPS
Samuel Dooley, Gurnoor Singh Khurana, Chirag Mohapatra, Siddartha Venkat Naidu, Colin White
NeurIPS
Samuel Dooley, Rhea Sukthanker, John P Dickerson, Colin White, Frank Hutter, Micah Goldblum
NeurIPS DBT
Duncan McElfresh, Sujay Khandagale, Jonathan Valverde, Vishak Prasad C, Ganesh Ramakrishnan, Micah Goldblum, Colin White
AIES
Valeriia Cherepanova, Steven Reich, Samuel Dooley, Hossein Souri, John P Dickerson, Micah Goldblum, Tom Goldstein
ACM TECS
Swapnil Sayan Saha, Sandeep Singh Sandha, Mohit Aggarwal, Brian Wang, Liying Han, Julian de Gortari Briseno, and Mani Srivastava
IEEE/ION PLANS
Swapnil Sayan Saha, Yayun Du, Sandeep Singh Sandha, Luis Antonio Garcia, and Mani Srivastava
Workshop at AutoML-Conf
Duncan McElfresh, Sujay Khandagale, Jonathan Valverde, John Dickerson, Colin White
NeurIPS Datasets Track
Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter
ICLR Blog Track
Colin White, Mikhail Khodak, Renbo Tu, Shital Shah, Sébastien Bubeck, Debadeepta Dey
ICLR
Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
NeurIPS Datasets Track
Yang Liu, Sujay Khandagale, Colin White, Willie Neiswanger
NeurIPS
Shen Yan, Colin White, Yash Savani, Frank Hutter
NeurIPS
Colin White, Arber Zela, Binxin Ru, Yang Liu, Frank Hutter
TPAMI
Kaicheng Yu, René Ranftl, Mathieu Salzmann
ICML
Yang Liu, Jeremy Bernstein, Markus Meister, Yisong Yue
AAAI
Colin White, Willie Neiswanger, Yash Savani
Selected for spotlight presentation | NeurIPS
Colin White, Willie Neiswanger, Sam Nolen, Yash Savani
NeurIPS
Yash Savani, Colin White, Naveen Sundar Govindarajulu
NeurIPS Workshop, I Can't Believe It's Not Better: Failure Modes in the Age of Foundation Models
Manley Roberts, Himanshu Thakur, Christine Herlihy, Colin White, Samuel Dooley
ICLR Workshop on Practical ML for Developing Countries
Gurnoor Khurana, Samuel Dooley, Siddartha Naidu, Colin White
Workshop at AutoML-Conf
Vishak Prasad, Colin White, Paarth Jain, Sibasis Nayak, Rishabh Iyer, Ganesh Ramakrishnan
NeurIPS Workshop on Bayesian Deep Learning
Colin White, Willie Neiswanger, Yash Savani
NeurIPS Workshop on Robust AI in Financial Services
Naveen Sundar Govindarajulu and Colin White
NeurIPS Workshop on Knowledge Representation to ML
Naveen Sundar Govindarajulu and Colin White
arXiv Preprint
Arka Pal, Deep Karkhanis, Samuel Dooley, Manley Roberts, Siddartha Naidu, Colin White
arXiv Preprint
Arka Pal, Deep Karkhanis, Manley Roberts, Samuel Dooley, Arvind Sundararajan, Siddartha Naidu
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