Scholar
Faisal Hamman
Google Scholar ID: Zeoc1A8AAAAJ
Ph.D. Candidate, University of Maryland, College park.
Trustworthy and Reliable AI
Explainability
Machine Learning.
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Citations & Impact
All-time
Citations
145
H-index
6
i10-index
5
Publications
14
Co-authors
10
list available
Contact
Email
fhamman@umd.edu
Twitter
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GitHub
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Publications
7 items
Few-Shot Knowledge Distillation of LLMs With Counterfactual Explanations
2025
Cited
0
Improving Consistency in Retrieval-Augmented Systems with Group Similarity Rewards
2025
Cited
0
T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning
2025
Cited
0
Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures
2025
Cited
0
Quantifying Knowledge Distillation Using Partial Information Decomposition
arXiv.org · 2024
Cited
0
Quantifying Prediction Consistency Under Model Multiplicity in Tabular LLMs
arXiv.org · 2024
Cited
4
Towards Formalizing Spuriousness of Biased Datasets Using Partial Information Decomposition
2024
Cited
3
Resume (English only)
Academic Achievements
Recipient of the ECE Ph.D. Distinguished Dissertation Fellowship Award (2025).
Recipient of the Graduate School Ann G. Wylie Dissertation Fellowship (2025).
Recipient of the George Corcoran Memorial Award for Excellence in Teaching (2024).
Two-time recipient of the Outstanding Teaching Assistant (TA) Award.
TA Training and Development Fellow (2022–2024).
Multiple papers accepted at top-tier conferences including ICML 2025, NeurIPS 2025, ICLR 2024, ISIT 2024, ICML 2023, and FAccT, covering topics such as prediction consistency, knowledge distillation, fairness, privacy, and explainability.
Co-authors
10 total
Sanghamitra Dutta
Assistant Professor, University of Maryland College Park
Saumitra Mishra
Executive Director at JP Morgan
Erfaun Noorani
MIT Lincoln Laboratory, University of Maryland College Park
Pasan Dissanayake
University of Maryland, College Park
Daniele Magazzeni
J.P. Morgan. Chief Analytics Officer for the Commercial and Investment Bank
Barproda Halder
Graduate Student, ECE, UMD
Ilia Sucholutsky
New York University
Qiuyi (Richard) Zhang
Senior Research Scientist, Google Deepmind
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