Lab Updates

December 2025:
Ioanna and Amina present their work on “LLM-Powered Graph Reasoning for Knowledge Discovery” at the Women in Machine Learning (WiML) Workshop at NeurIPS 2025. Ioanna also received a travel fellowship. Congratulations! 🙂

November 2025:
Yu (Zoe) Zhu successfully passes her Computational Biology Ph.D. qualifying exam. Congratulations! 🙂

Dr. Singh co-organizes the workshop for Safe, Ethical, Certified, Uncertainty-aware, Robust, and Explainable AI for Health (SECURE-AI4H) at the AAAI Fall Symposium 2025.

Amina successfully passes her CS Ph.D. thesis proposal meeting. Congratulations! 🙂

Dr. Singh presents lab research in the Minisymposium on Optimal Transport in Biological Sciences at the SIAM-NNP 2025 conference held at Pennsylvania State University.

Michal presents her paper “Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts” at EMNLP 2025.

October 2025:
Atishay presents his paper “Improved Spatial Transcriptomics Clustering with Nested Graph Neural Networks” at ACMBCB 2025. Fernando and Jiaqi present their works as poster presentations there.

Jiaqi presents his work “scMultiNODE: Integrative Model for Multi-Modal Temporal Single-Cell Data.” at Workshop on Systems Immunology (co-located with ACM BCB 2025) and received a travel award! Congratulations! 🙂

Dr. Singh delivers two talks at the IARC seminar and CS Department seminar at the University of Rhode Island (Invited talks).

Atishay successfully passes his CS Ph.D. thesis proposal meeting. Congratulations! 🙂

Jiaqi successfully passes his CS Ph.D. thesis proposal meeting. Congratulations! 🙂

September 2025:
Michal successfully passes her CS Ph.D. thesis proposal meeting. Congratulations! 🙂

August 2025:
Amina presents her paper “K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction Prediction” at KDD 2025.

Dr. Singh presents lab research at the Second Sino-Germany-Finland Life Sciences Forum organized by Tampere University in Finland. (Invited talk)

Dr. Singh delivers a keynote address at the International Symposium on Bioinformatics Research and Applications (ISBRA 2025) at the University of Helsinki. (Invited Keynote)

Amina Abdullahi’s work (along with a team of researchers) on building a pan-African Medical Q/A benchmarking dataset wins the Best Social Impact Award at ACL 2025! Congratulations! 🙂

Michal presents her paper “Forgotten Polygons: Multimodal Large Language Models are Shape-Blind” at ACL 2025.

July 2025:
Ananya Pavuluri receives the 2025 Diana Jacobs Kalman/AFAR Scholarship for Research on the Biology of Aging for her research using ML to understand sex-specific aging differences. Congratulations! 🙂

Michal presents her paper “What Do VLMs NOTICE? A Mechanistic Interpretability Pipeline for Noise-free Text-Image Corruption and Evaluation” at NAACL 2025.

Dr. Singh presents lab research and gives a tutorial talk the Computational Genomics Summer Institute (CGSI) at UCLA. (Invited talks)

Dr. Singh receives the NSF CAREER Award for Integrating Heterogeneous Health Data for Improved Predictive and Explainable Methods. (article 1, 2)

Dr. Singh is promoted to Associate Professor of Computer Science and Data Science with tenure at Brown. (article)

June 2025:
Dr. Singh presents the lab research at the International Workshop on Systems Learning in Single Cells at Peking University in Beijing. (Invited talk)

Amina Abdullahi receives a NSF-supported KDD 2025 Student Travel Award to present her work at the conference!. Congratulations Amina! 🙂

Dr. Singh presents the lab research at the Artificial Intelligence/ Human Intelligence Workshop organized by EpiVax in Providence, RI (Invited Talk).

Hannah Snell receives a Travel Fellowship from ISMB/ECCB 2025 to present her work at the conference (Evolution and Comparative Genomics Session). Congratulations Hannah! 🙂

Hannah Snell successfully passes her Computational Biology Ph.D. qualifying exam. Congratulations! 🙂

May 2025:
Dr. Singh presents the lab research at the II International Caparica Conference on Prescriptomics and Personalized Medicine (Invited Keynote) and organizes a session on “Biomedical Data Modeling: Opportunities and Challenges for Precision Medicine“.

Tuan Pham passes his Ph.D. Qualifying Exam with flying colors and advances to candidacy. Congratulations Tuan! 🙂

Whitney Sloneker passes her Ph.D. Qualifying Exam with flying colors and advances to candidacy. Congratulations Whitney! 🙂

April 2025:
Brown’s exploreCSR URAs in the lab – Idranne Mbah Ndum and Fernando Peralta Castro – present their projects as posters at the 2025 CS Research Symposium.

Record number of CS Honors Theses in the lab! Congratulations to all the senior URAs! 🙂
Pranav Mahableshwarkar, Colin Baker, Xilin Wang, Sean Yu, Jennifer Chen, Bumjin Joo, Keya Kilachand, and Winston Li successfully present their CS Honors Thesis projects at the 2025 CS Research Symposium.

Hyeyeon Hwang successfully defends her Ph.D. thesis, “Leveraging Deep Learning Approaches to Uncover Therapeutic Targets for Glioblastoma”. Congratulations Dr. Hwang! 🙂

Ghulam Murtaza successfully defends his Ph.D. thesis, “Connecting Sequential and Structural Genomics through Graph based Representations”. Congratulations Dr. Murtaza! 🙂

March 2025:
Ananya Pavuluri passes her Ph.D. Qualifying Exam with flying colors and advances to candidacy. Congratulations Ananya! 🙂

February 2025:
Dr. Singh presents lab research at the Center for Genomics & Systems Biology XIII Symposium at NYU Abu Dhabi (Invited Talk).

January 2025:
Byron Butaney receives an honorable mention for the CRA Outstanding Undergraduate Researcher Award 2025. Congratulations Byron! 🙂

Michal Golovanevsky presents her paper “One-Versus-Others Attention: Scalable Multimodal Integration for Biomedical Data” at the Pacific Symposium on Biocomputing (PSB) 2025.

December 2024:
Dr. Singh presents lab research at the Data Science and Machine Learning session at the International Statistics Conference 2024 (Invited Talk).

Pranav Mahableshwarkar is awarded the UTRA fellowship for Spring ’25 to work on course development in the lab.

Dr. Singh presents lab research at the Australian Mathematical Sciences Institute (AMSI) BioInfoSummer Program and Melbourne Integrative Genomics (MIG) Symposium (Invited talks).

November 2024:
Singh lab at Cold Spring Harbor! Hyeyeon Hwang presents her research as a selected talk and Atishay Jain and Jiaqi Zhang present their projects as selected posters at the Biological Data Science Meeting.

Dr. Singh presents lab research at the Machine Intelligence for Equitable Global Health Workshop at the AAAI Fall Symposium 2025 (Invited Talk).

Michal Golovanevsky receives a Travel Award from Khosla Ventures to present her work at the Pacific Symposium on Biocomputing (PSB) 2025. Congratulations Michal! 🙂

October 2024:
Ananya Pavuluri presents her research project at the Eighth Northeast Glenn Foundation Symposium on the Biology of Aging at Yale University as an oral presentation.

September 2024:
Dr. Singh presents lab research at the Department of Quantitative and Computational Biology Seminar Series at University of Southern California (Invited Talk).

Dr. Singh presents lab research at New York Genome Center.

Murtaza successfully passes his CS Ph.D. thesis proposal meeting. Congratulations Murtaza! 🙂

Jiaqi Zhang presents our paper, ““scNODE: Generative Model for Temporal Single Cell Transcriptomic Data Prediction.“, at ECCB 2024 as accepted talk.

July 2024:
Michal Golovanevsky presents our paper, “One-Versus-Others Attention: Scalable Multimodal Integration“, at ICML 2024 AccML Bio workshop as a spotlight talk. Michal also received Travel Fellowship to attend the workshop. Congratulations Michal! 🙂

Dr. Singh presents lab research at the Modeling and Computation of Optimal Transport with Applications in Biology minisymposium at SIAM 2024 [online] (Invited Talk)

Singh lab attends the UCLA Computational Genomics Summer Institute. Dr. Singh presents lab research and tutorial (Invited Talks).

Murtaza presents our paper, “scGrapHiC: Deep learning-based graph deconvolution for Hi-C using single cell gene expression“, at ISMB 2024 (runner up for Ian Lawson Van Toch Best Paper Award) as accepted talk.

Amina Abdullahi presents our paper, “Retrieval Augmented Zero-Shot Text Classification“, at ACM ICTIR 2024 as accepted talk.

June 2024:
Dr. Singh presents the lab research at the CEDAR CBDS Seminar at Knight Cancer Institute, Oregon Health & Science University (Invited Talk).

Jiaqi Zhang receives Travel Award to present his work at ECCB 2024. Congratulations Jiaqi! 🙂

May 2024:
Hannah Beakley joins the lab as a part of theIISAGE Summer REU Program to work on machine learning modeling for aging datasets.

Dr. Singh receives the John E. Savage Assistant Professorship in Computer Science (effective July 1).

Dr. Singh presents the lab research at the I International Caparica Conference on Prescriptomics and Personalized Medicine (Invited Keynote).

Dr. Singh presents the lab research at the Stanford Department of Biomedical Data Science Seminar (Invited Talk).

April 2024:
Singh Lab at RECOMB 2024 – Colin Baker, Ghulam Murtaza, Hyeyeon Hwang, Tuan Pham, and Jiaqi Zhang present their projects as poster presentations.

Akira Nair, Wangdrak Dorji, Manav Chakravarthy, and Oliver Kanders successfully present their CS Honors Thesis projects at the 2024 CS Research Symposium.

Dr. Singh is co-chairing RECOMB-seq 2024 (RECOMB satellite meeting) in Boston (April 27-28) with Dr. Mingfu Shao.

Dr. Singh is awarded the Dean’s Award for Excellence in Teaching at Brown.

Akira Nair (CS Undergrad) accepted into Ph.D. program at UPenn! Congratulations Akira! 🙂

Lab alum Nitya Thakkar (now Ph.D. student at Stanford) recieves the the competitive NSF Graduate Research fellowship. Congratulations Nitya! 🙂

March 2024:
Zhirui Li (DSI Masters) accepted into Ph.D. program at University of Florida! Congratulations Zhirui! 🙂

Yuqi Lei (CS Masters) accepted into Ph.D. program at Vanderbilt University! Congratulations Yuqi! 🙂

January 2024:
Hyeyeon Hwang passes her Ph.D. Qualifying Exam with flying colors and advances to candidacy. Congratulations Hyeyeon! 🙂

December 2023:
Dr. Singh presents the lab’s research at the ICERM workshop on Computational Tools for Single-Cell Omics. (Invited talk)

November 2023:
Jiaqi Zhang presents his project at MLCB as a poster presentation.

Dr. Singh is a faculty speaker for the Presidential Scholars Program Speaker Series at Brown.

Dr. Singh participates in a career panel for undergraduate students at the BEER Conference 2023.

October 2023:
Sara Nath, our lab’s high-school student researcher, presents her summer project at MIT URTC [video]

Dr. Singh gives a keynote discussing her journey and research at the Brown DSI DUG Welcome event.

Septmeber 2023:
Lab alumni Nitya Thakkar and Suchen Zheng present our work, “Predicting A/B compartments from histone modifications using deep learning“, as a selected paper at ACMBCB 2023.

Ghulam Murtaza presents his project at WABI 2023 as a poster presentation.

August 2023:
Lab alum Xavier Loinaz recieves the the competitive NSF CSGrad4US fellowship. Congratulations Xavi! 🙂

Ghulam Murtaza presents our work, GrapHiC: An integrative graph-based approach for imputing missing Hi-C reads., as a selected paper at BIOKDD.

July 2023:
Our lab’s summer URAs – Byron Butaney, Colin Baker, Jacob Stifelman, Mikayla Walsh, and Peter Zhu – present their work at the Brown Undergraduate Research Symposium. Well done team!

Dr. Singh presents our work on single-cell alignment using optimal transport at the Computational Genomics Summer Institute (CGSI) at UCLA. (Invited talk)

June 2023:
Ghulam Murtaza presents our work, GrapHiC: An integrative graph-based approach for imputing missing Hi-C reads., as a selected poster at the Gordon Research Seminar on Genome Architecture in Cell Fate and Disease.

Mikayla Walsh and Peter Zhu join the lab as a part of the IISAGE Summer REU Program to work on machine learning modeling for aging datasets.

Colin Baker is awarded the UTRA fellowship for Summer ’23 to work on tool development in the lab.

Dr. Singh participates in the NSF-NIH workshop on AI and genomics organized by Carnegie Mellon University (Invited).

May 2023:
Record number of senior theses completed in the lab! Congratulations to all the senior URAs! 🙂
Alex Le, David Inho Lee, Deniz Toruner, and Yuan Pu successfully present their CompBio Seniors Thesis projects.
Momoka Kobayashi, Nitya Thakkar, and Shalin Patel successfully present their CS Honors Thesis projects at the 2023 CS Research Symposium.

April 2023:
Amina Abdullahi is selected to present her research at the 2023 Research Matters Symposium at Brown.

Pinar Demetci successfully defends her Ph.D. thesis, “Probabilistic Algorithms for Integrative Analysis of Single-cell Multi-omics data”. Congratulations Dr. Demetci! 🙂

Jiaqi Zhang successfully passes his CS Comps Defense and advances to candidacy. Congratulations Jiaqi! 🙂

March 2023:
Michal Golovanevsky, Amina Abdullahi, and Atishay Jain (names listed in order of presentations) successfully pass their CS Comps Defense and advance to candidacy. Congratulations all! 🙂

February 2023:
Pinar Demetci presents our collaboration work, titled Unbalanced CO-Optimal Transport, as a selected poster at AAAI.

The lab receives funding through the R01 grant awarded to Dr. Alexander Fleischmann to study the gene regulatory network control of olfactory cortex cell type specification, with Dr. Singh as one of the co-investigators

January 2023:
Alex Le is awarded the UTRA fellowship for Spring ’23 to work on single-cell modeling research in the lab.

November 2022:
Singh lab at MLCB this year! Pinar Demetci presents our work, Jointly aligning cells and genomic features of single-cell multi-omics data with co-optimal transport, as a selected talk. Michal Golovanevsky (Multimodal Attention-based Deep Learning for Alzheimer’s Disease Diagnosis) and Ghulam Murtaza (GrapHiC: An integrative graph-based approach for imputing missing Hi-C reads.) present their works as selected posters.

Atishay Jain presents our work, titled Scalable and memory efficient segmentation of large microscopy images using graph-based neural networks, as a selected talk, and Pinar Demetci presents our work, titled Simultaneous alignment of cells and genomic features of single-cell multi-omics datasets with co-optimal transport, as a selected poster at the Biological Data Science workshop at Cold Spring Harbor Laboratory.

Dr. Singh is featured in the Cell Systems Voices segment – “What are the keys to succeeding as a computational biologist in today’s research climate?” (Invited Opinion)

October 2022:
Dr. Singh presents the lab research at the Biomedical Informatics Seminar Series at Columbia University (Invited Talk).

Dr. Singh presents our work on single-cell alignment using optimal transport at the Pattern Theory Seminar at the Division of Applied Mathematics, Brown University (Invited Talk).

Dr. Singh presents the lab research at the Department of Computational Medicine & Bioinformatics Seminar at the University of Michigan, Ann Arbor (Invited Talk).

September 2022:
Dr. Singh presents the lab research at the Biomedical Informatics Lecture Series hosted at the University of Pittsburgh (Invited Talk).

Ghulam Murtaza successfully passes his CS Comps Defense and advances to candidacy. Congratulations Murtaza! 🙂

Tassallah (Amina) Abdullahi is awarded the prestigious 2022 ACM SIGHPC Computational and Data Science Fellowship. She is one of the 11 winners announced nationwide for this year (article). Congratulations Amina! 🙂

August 2022:
Pinar Demetci is selected for the prestigious Rising Stars in EECS program. Congratulations Pinar! 🙂

Dr. Singh participates in the NSF MODULUS workshop at George Mason University (Invited).

The lab receives funding through the multi-institutional NSF Biology Integration Institutes (BII) grant, with Dr. Singh as one of the co-investigators. (article)

July 2022:
Michal Golovanevsky is selected for the NIH-funded T32 Predoctoral Training Program in Biological Data Science, administered through CCMB. Congratulations Michal! 🙂

Dr. Singh attends the Scientific Communication Advances Research Excellence (SCOARE) workshop to learn best practices and strategies for helping trainees develop their scientific speaking and writing skills.

June 2022:
Jeremy Bigness successfully defends his Ph.D. thesis, “Using Deep Learning to Elucidate the Spatial Regulation and Temporal Dynamics of Gene Expression”. Congratulations Dr. Jeremy! 🙂

Dr. Singh presents the lab research on deep learning and genomics at the BIRS workshop on Deep Learning for Genetics, Genomics and Metagenomics: Latest developments and New Directions hosted by UBC Okanagan (Invited Talk).

Dr. Singh presents the lab research related to single-cell alignment at the Optimal Transport: Theory, Computation, and Biology workshop hosted by UC Irvine (Invited Talk).

May 2022:
Pinar Demetci presents our paper, titled “Unsupervised integration of single-cell multi-omics datasets with disparities in cell-type representation“, at RECOMB 2022.

Dr. Singh discusses navigating STEM as a woman with undergraduate students as part of the WiSE Speaker Series (Spring 2022) at Brown.

Hossam Zaki, Jordan Idehen, and Muhammad Haider Asif successfully present their CS Honors theses at the 2022 CS Research Symposium.

Justin Sanders wins the Computational Biology outstanding graduating senior award for his honors thesis. Congratulations Justin! 🙂

Lucas Paulo de Lima Camillo and our AltumAge work get featured in a popular Brazillian newspaper (article in Portuguese).

April 2022:
Jiaqi Zhang, Atishay Jain, Michal Golovanevsky, and Amina Abdullahi (names listed in order of presentations) successfully achieve the first milestone of their Ph.D. – passing their CS Research Comp Proposal.

Pinar Demetci receives a travel fellowship for RECOMB 2022.

Dr. Singh successfully completes the Sheridan Center Junior Faculty Teaching Fellows program at Brown.

March 2022:
Dr. Singh presents the lab research at the NE-TRIPODS event at Tufts University (Invited Talk).

February 2022:
Rebecca Santorella successfully defends her Ph.D. thesis “Data-Driven Mathematical Analysis with Applications in Dynamical Systems, Biology, and Social Justice”. Congratulations Dr. Rebecca! 🙂

Dr. Singh presents the lab research at the 3rd IBSE International Symposium hosted by IIT Madras (Invited Talk).

January 2022:
Nitya Thakkar receives an honorable mention for the CRA Outstanding Undergraduate Researcher Award 2022. Congratulations Nitya! 🙂

Madeline Hughes is awarded the UTRA fellowship for Spring ’22 to work on 3D spatial genome-related research in the lab.

November 2021:
Pinar Demetci presents our paper, titled “Unsupervised integration of single-cell multi-omics datasets with disparities in cell-type representation“, at Machine Learning in Computational Biology (MLCB) 2021.

October 2021:
Dr. Singh is awarded the 2021 NHGRI Genomic Innovator Award, an early-career grant providing flexible 5-year funding to develop our lab’s research program. (article)

September 2021:
Camillo Saueressig presents our paper, titled “A Joint Graph and Image Convolution Network for Automatic Brain Tumor Segmentation“, at RSNA-MICCAI 2021 (BraTS Challenge) as a poster presentation.

Dr. Singh presents our lab research using graph-based neural networks at NIST (Invited Talk).

Adam Berkley presents our work on the applicability of deep learning models to clinical MRI data at the Conference on Machine Intelligence in Medical Imaging Opportunities (CMIMI 2021).

August 2021:
Pinar Demetci and Rebecca Santorella present our paper, titled “Gromov-Wasserstein optimal transport to align single-cell multi-omics data.”, at the International Conference on Research in Computational Molecular Biology (RECOMB) 2021.

The lab receives 1-year funding through the NIST PREP program to develop computationally efficient deep learning models for the segmentation of neutron tomography images.

The lab receives 3-year funding through the COBRE CBHD Phase 2 Renewal grant with Dr. Singh as one of the Project Leaders.

Dr. Singh presents our paper, titled “Integrating long-range regulatory interactions to predict gene expression using graph convolutional neural networks“, at Virtual North East Regional IDeA Conference (v-NERIC) (Invited Talk).

Hossam Zaki and Thulasi Varatharajan present their summer research projects at the Brown Undergraduate Research Symposium

July 2021:
Thulasi Varatharajan presents her summer research on Hi-C resolution improvement methods at the 2021 Virtual Leadership Alliance National Symposium

May 2021:
Pinar Demetci passes her Ph.D. Qualifying Exam with flying colors and advances to candidacy. Congratulations Pinar! 🙂

Ghulam Murtaza successfully achieves the first milestone of his Ph.D. – passing his CS Research Comp Proposal.

April 2021:
Lucas Paulo de Lima Camillo receives Leallyn B. Clapp Prize for Outstanding Senior Honors Thesis in Biochemistry. Congratulations Lucas! 🙂

Hossam Zaki is awarded the UTRA fellowship for Summer ’21 to work on single-cell related research in the lab.

March 2021:
Dr. Singh presents the lab research at Providence College Math & CS colloquium (Invited Talk).

Dr. Singh is awarded the Richard B. Salomon Faculty Research Award for modeling single-cell datasets using deep learning methods (article).

February 2021:
Pinar Demetci successfully achieves the first milestone of her Ph.D. – an exploratory meeting with the committee for her Ph.D. proposal.

Dr. Singh presents the lab research at Brown DSI’s Faculty for Faculty Talk Series.

January 2021:
Jeremy Bigness presents our paper, titled “Integrating long-range regulatory interactions to predict gene expression using graph convolutional neural networks“, as a lightning talk at the Annual ENCODE Consortium Meeting.

December 2020:
Rebecca Santorella is awarded the student travel fellowship and presents our paper, titled “Gromov-Wasserstein optimal transport to align single-cell multi-omics data.”, at Computational Advances for Single-Cell Omics Data Analysis (CASCODA) Workshop.

Ishaani Khatri is awarded the UTRA fellowship for Spring ’21 to work on developing data-driven methods for predicting intracranial hypertension in neonatal patients from MRI scans.

November 2020:
Pinar Demetci presents our paper, titled “Gromov-Wasserstein optimal transport to align single-cell multi-omics data.”, at Machine Learning in Computational Biology (MLCB) 2020. (15% acceptance for oral presentations)

Jeremy Bigness passes his Ph.D. Qualifying Exam with flying colors and advances to candidacy. Congratulations Jeremy! 🙂

October 2020:
Camillo Saueressig presents our paper, titled “Exploring graph-based neural networks for automatic brain tumor segmentation“, at DataMod 2020.

Dr. Singh participates in the “Multidisciplinary Approaches to Computer Science Research” panel for Brown’s hack@home event.

September 2020:
Dr. Singh presents our paper, titled “Unsupervised manifold alignment for single-cell multi-omics data” at the ACM-BCB 2020.

Dr. Singh gets featured in the Brown University Graduate Women/Womxn in STEM’s campaign #thisiswhatascientistlookslike. (read the full interview here)

July 2020:
Pinar Demetci and Rebecca Santorella present our paper, titled “Gromov-Wasserstein optimal transport to align single-cell multi-omics data.”, as spotlight talks and posters at ISMB MLCSB 2020 and ICML Workshop on Computational Biology (ICML WCB) 2020.

Pinar receives a fellowship award at ICML WCB and Rebecca wins the Best Poster Presentation Award.

June 2020:
Dr. Singh co-organizes the first ever Brown Unconference, a Brown-only virtual conference on machine learning and data science to foster collaboration across different application domains.

The lab has a strong presence at the Brown Unconference with student presentations from Adam Berkley, Camillo Saueressig, Jeremy Bigness, Pinar Demetci, and Shalin Patel.

Lucas Paulo de Lima Camillo receives the SPRINT award for Summer ’20 to investigate the role of methylation in aging using machine learning.

April 2020:
Jeremy Bigness successfully achieves the first milestone of his Ph.D. – an exploratory meeting with the committee for his proposal.

The lab is awarded the Brown COVID-19 Seed Award with Dr. Singh as a Co-PI (article).

Sally Zhi is awarded the UTRA fellowship for Summer ’20 to work on integrating clinical datasets for Glioblastoma.

January 2020:
Dr. Singh is awarded the COBRE CBHD Institutional Pilot Award for investigating long-range genomic regulation using deep learning models.

Dr. Singh joins the ENCODE Consortium as an affiliate member.

September 2019:
Singh Lab @ Brown is established with Jeremy Bigness as the first student member (article).

Dr. Singh is the top 50% highest-scoring reviewer at NeurIPS 2019.