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Sameer Singh

Natural Language Processing (NLP) Robustness Of Machine Learning Models Interpretability Of Machine Learning Algorithms Text And Structure Reasoning

Research Performance Summary

290
Total Papers
62079
Total Citations
68
H-Index
2005-2026
Active Research Span

First Recorded Paper

Modeling Performance of Different Classification Methods: Deviation from the Power Law

Year: 2005

Citations: 23

Venue: Project Report, Department of Computer Science, Vanderbilt University, USA

Latest Recorded Paper

Entropy-Aligned Decoding of LMs for Better Writing and Reasoning

Year: 2026

Citations: 0

Venue: arXiv preprint arXiv:2601.01714

Last 10 Years Publication Activity

This timeline shows the professor's yearly publication activity.

2026
2
2025
6
2024
12
2023
20
2022
28
2021
27
2020
31
2019
29
2018
15
2017
9
2016
53

Publication Venues and Collaboration

Journal, Conference, and Book Publication Breakdown

Conference 128
Journal 7
Book 3

Top Coauthors

Singh Guestrin Ribeiro

Research Impact by Period

2025-2026

Period Stats
Papers 8
Citations 22
Avg. Citations / Paper 2.8
H-Index 3

2020-2024

Period Stats
Papers 118
Citations 14350
Avg. Citations / Paper 121.6
H-Index 43

2015-2019

Period Stats
Papers 117
Citations 46227
Avg. Citations / Paper 395.1
H-Index 40

2010-2014

Period Stats
Papers 34
Citations 984
Avg. Citations / Paper 28.9
H-Index 13

2005-2009

Period Stats
Papers 13
Citations 496
Avg. Citations / Paper 38.2
H-Index 7

Contact and Professional Links

Contact Information

sameer@uci.edu
9498246753

Professional Links

Google Scholar
University Page

Detected Research Keywords

Should Trust You Why Should Trust Explaining Predictions Any Predictions Any Classifier Trust You Explaining You Explaining Predictions Model Agnostic Explanations Machine Learning Models 22nd Acm Sigkdd Model Agnostic Interpretability