Sotabase

Career

· Senior Researcher, Microsoft Research2022–
· PhD Student, University of California, Berkeley
· Researcher and contributor, Various open source projects and research institutions

Publications (165)

Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
arXiv.org · 2022
2,201
cited
Definitions, methods, and applications in interpretable machine learning
Proceedings of the National Academy of Sciences of the United States of America · 2019
1,642
cited
Interpretations are useful: penalizing explanations to align neural networks with prior knowledge
International Conference on Machine Learning · 2019
240
cited
Large Scale Image Segmentation with Structured Loss Based Deep Learning for Connectome Reconstruction
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2019
216
cited
Hierarchical interpretations for neural network predictions
International Conference on Learning Representations · 2018
155
cited
Hough transform based fast skew detection and accurate skew correction methods
Pattern Recognition · 2008
135
cited
A Gurmukhi script recognition system
Proceedings 15th International Conference on Pattern Recognition. ICPR-2000 · 2000
130
cited
Rethinking Interpretability in the Era of Large Language Models
arXiv.org · 2024
116
cited
Color texture description with novel local binary patterns for effective image retrieval
Pattern Recognition · 2018
106
cited
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation
NEJLT · 2021
96
cited
Self-Verification Improves Few-Shot Clinical Information Extraction
arXiv.org · 2023
79
cited
Curating a COVID-19 data repository and forecasting county-level death counts in the United States
Harvard data science review · 2020
75
cited
Fast and numerically stable methods for the computation of Zernike moments
Pattern Recognition · 2010
75
cited
Augmenting interpretable models with large language models during training
Nature Communications · 2022
68
cited
Explaining black box text modules in natural language with language models
arXiv.org · 2023
66
cited
Accurate calculation of Zernike moments
Information Sciences · 2013
65
cited
Face recognition using Zernike and complex Zernike moment features
Pattern Recognition and Image Analysis · 2011
65
cited
Rotation invariant complex Zernike moments features and their applications to human face and character recognition
2011
55
cited
Algorithms for fast computation of Zernike moments and their numerical stability
Image and Vision Computing · 2011
54
cited
A hybrid algorithm for speckle noise reduction of ultrasound images
Comput. Methods Programs Biomed. · 2017
53
cited
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Chandan Singh | Researcher Profile | Sotabase | Sotabase