🔥 New! ChatLLM - Abacus AI Deep Agent
Publications
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.
The team already has an impressive list of publications in top-tier conferences and workshops in just over four years of its conception.
Publications
Conference and Journal Papers
LiveBench Charts
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
Authors
ICLR 2025 Spotlight
ForecastPFN Charts
Samuel Dooley, Gurnoor Singh Khurana, Chirag Mohapatra, Siddartha Venkat Naidu, Colin White
Authors
NeurIPS 2023
Rethinking Bias Mitigation Charts
Samuel Dooley, Rhea Sukthanker, John P Dickerson, Colin White, Frank Hutter, Micah Goldblum
Authors
NeurIPS 2023
Neural Nets vs Boosted Trees Charts
Duncan McElfresh, Sujay Khandagale, Jonathan Valverde, Vishak Prasad C, Ganesh Ramakrishnan, Micah Goldblum, Colin White
Authors
NeurIPS 2023 DBT
Dataset Imbalance Charts
Valeriia Cherepanova, Steven Reich, Samuel Dooley, Hossein Souri, John P Dickerson, Micah Goldblum, Tom Goldstein
Authors
AIES 2023
TinyNS Charts
Swapnil Sayan Saha, Sandeep Singh Sandha, Mohit Aggarwal, Brian Wang, Liying Han, Julian de Gortari Briseno, and Mani Srivastava
Authors
ACM TECS 2023
Inertial Navigation Charts
Swapnil Sayan Saha, Yayun Du, Sandeep Singh Sandha, Luis Antonio Garcia, and Mani Srivastava
Authors
IEEE/ION PLANS 2023
Recommender Systems Charts
Duncan McElfresh, Sujay Khandagale, Jonathan Valverde, John Dickerson, Colin White
Authors
Workshop at AutoML-Conf 2022
NAS-Bench-Suite-Zero Charts
Arjun Krishnakumar, Colin White, Arber Zela, Renbo Tu, Mahmoud Safari, Frank Hutter
Authors
NeurIPS Datasets Track 2022
Zero-Cost Proxies Charts
Colin White, Mikhail Khodak, Renbo Tu, Shital Shah, Sébastien Bubeck, Debadeepta Dey
Authors
ICLR 2022 Blog Track
NAS-Bench-Suite Charts
Yash Mehta, Colin White, Arber Zela, Arjun Krishnakumar, Guri Zabergja, Shakiba Moradian, Mahmoud Safari, Kaicheng Yu, Frank Hutter
Authors
ICLR 2022
Synthetic Benchmarks Charts
Yang Liu, Sujay Khandagale, Colin White, Willie Neiswanger
Authors
NeurIPS Datasets Track 2021
NAS-Bench-x11 Charts
Shen Yan, Colin White, Yash Savani, Frank Hutter
Authors
NeurIPS 2021
Performance Predictors Charts
Colin White, Arber Zela, Binxin Ru, Yang Liu, Frank Hutter
Authors
NeurIPS 2021
Super-Net Heuristics Charts
Kaicheng Yu, René Ranftl, Mathieu Salzmann
Authors
TPAMI 2021
Learning by Turning Charts
Yang Liu, Jeremy Bernstein, Markus Meister, Yisong Yue
Authors
ICML 2021
BANANAS Charts
Loss Landscape Charts
Colin White, Sam Nolen, Yash Savani
Authors
UAI 2021
Encodings Charts
Colin White, Willie Neiswanger, Sam Nolen, Yash Savani
Authors
Selected for spotlight presentation | NeurIPS 2020
Intra-Processing Charts
Yash Savani, Colin White, Naveen Sundar Govindarajulu
Authors
NeurIPS 2020
Workshop Papers
Data Contamination Charts
Manley Roberts, Himanshu Thakur, Christine Herlihy, Colin White, Samuel Dooley
Authors
NeurIPS Workshop, I Can't Believe It's Not Better: Failure Modes in the Age of Foundation Models, 2023
ForecastPFN Zero-Shot Charts
Gurnoor Khurana, Samuel Dooley, Siddartha Naidu, Colin White
Authors
ICLR Workshop on Practical ML for Developing Countries, 2023
NAS Adaptive Subset Charts
Vishak Prasad, Colin White, Paarth Jain, Sibasis Nayak, Rishabh Iyer, Ganesh Ramakrishnan
Authors
Workshop at AutoML-Conf 2022
Uncertainty Estimation Charts
Colin White, Willie Neiswanger, Yash Savani
Authors
NeurIPS Workshop on Bayesian Deep Learning 2019
DECO Charts
Naveen Sundar Govindarajulu and Colin White
Authors
NeurIPS Workshop on Robust AI in Financial Services, 2019
Differentiable Functions Charts
Naveen Sundar Govindarajulu and Colin White
Authors
NeurIPS Workshop on Knowledge Representation to ML, 2019
Preprints
Smaug Charts
Arka Pal, Deep Karkhanis, Samuel Dooley, Manley Roberts, Siddartha Naidu, Colin White
Authors
arXiv Preprint
Giraffe Charts
Arka Pal, Deep Karkhanis, Manley Roberts, Samuel Dooley, Arvind Sundararajan, Siddartha Naidu
Authors
arXiv Preprint
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