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David Alvarez-Melis
Natural Language Processing (NLP)
Machine Learning
Semidefinite Programming
Domain Adaptation
Speech Recognition
About
I obtained a PhD in computer science from MIT, where I worked at CSAIL on various topics in machine learning and natural language processing. I also hold BSc (Licenciatura) and MS degrees in mathematics from ITAM and Courant Institute (NYU), respectively. During the latter, I worked on semidefinite programming for domain adaptation for my thesis. Between Master's and PhD, I spent a year at IBM's T.J. Watson Research Center, working in the Speech Recognigtion and NLP teams.
Research Performance Summary
2011-2025
Active Research Span
First Recorded Paper
El Teorema de Lax-Milgram, Generalizaciones y Aplicaciones
Year:
2011
Citations:
0
Venue:
Instituto Tecnologico Autonomo de Mexico
Latest Recorded Paper
Reliable and Responsible Foundation Models
Year:
2025
Citations:
0
Venue:
Transactions on Machine Learning Research
Last 10 Years Publication Activity
This timeline shows the professor's yearly publication activity.
Publication Venues and Collaboration
Journal, Conference, and Book Publication Breakdown
Top Coauthors
Alvarez-Melis
Jaakkola
Fusi
Research Impact by Period
Papers
19
Citations
26
Avg. Citations / Paper
1.4
H-Index
3
Papers
37
Citations
774
Avg. Citations / Paper
20.9
H-Index
11
Papers
24
Citations
4179
Avg. Citations / Paper
174.1
H-Index
14
Papers
5
Citations
2
Avg. Citations / Paper
0.4
H-Index
1
Contact and Professional Links
Detected Research Keywords
Explaining Neural Networks
Gradient Flows Dataset
Flows Dataset Space
Robust Interpretability Explaining
Interpretability Explaining Neural
Across Incomparable Spaces
Word Embeddings Metric
Embeddings Metric Recovery
Metric Recovery Semantic
Recovery Semantic Spaces