Carlos Guestrin
Stanford University
Carlos Ernesto Guestrin is a Brazilian computer scientist and a professor at Stanford University. He is best known for his contributions to scalable machine learning algorithms.
Read biography ↓Biography, research & contributions
Carlos Ernesto Guestrin is a Brazilian computer scientist and a professor at Stanford University. He is best known for his contributions to scalable machine learning algorithms.
Affiliation
Stanford University
Top Publications
- "Why Should I Trust You?" (2016) - 16,696 citations
- “Why Should I Trust You?”: Explaining the Predictions of Any Classifier (2016) - 5,508 citations
- Cost-effective outbreak detection in networks (2007) - 2,547 citations
- Anchors: High-Precision Model-Agnostic Explanations (2018) - 2,155 citations
- Distributed GraphLab (2012) - 1,681 citations
At a glance
- Full name
- Carlos Guestrin
- ORCID
- 0000-0001-6348-5939
- OpenAlex ID
- https://openalex.org/A5090739892
Research interests
- Bayesian Modeling and Causal Inference, Topic Modeling, Energy Efficient Wireless Sensor Networks, Machine Learning and Algorithms, Distributed Sensor Networks and Detection Algorithms
Research topics
Education
Not yet documented in this profile.
Selected research & further reading
A curated reading list, not a ranking by citation count. References use DOI metadata, matching public scholarly records or authoritative lecture sources.
See the source-linked reading and original works in the research guide above.
Citation & publication trends
Annual counts are not yet available from a verified author record. Explore the research guide above for the work itself; publication and citation totals depend on database coverage.
Source: OpenAlex · Retrieved 2026-10-08. Metrics are database-specific and are not a scientific ranking.
Most-cited linked publications
Publications matched across ORCID and OpenAlex. Citation counts are source-specific.
- "Why Should I Trust You?" ↗2016 · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)16,696OpenAlex citations
- 5,508OpenAlex citations
- Cost-effective outbreak detection in networks ↗2007 · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)2,547OpenAlex citations
- Anchors: High-Precision Model-Agnostic Explanations ↗2018 · Proceedings of the AAAI Conference on Artificial Intelligence2,155OpenAlex citations
- Distributed GraphLab ↗2012 · Proceedings of the VLDB Endowment1,681OpenAlex citations
Recent linked publications
Publications matched across ORCID and OpenAlex. Citation counts are source-specific.
- "Why Should I Trust You?" ↗2016 · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
- Cost-effective outbreak detection in networks ↗2007 · ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
- Anchors: High-Precision Model-Agnostic Explanations ↗2018 · Proceedings of the AAAI Conference on Artificial Intelligence
- Distributed GraphLab ↗2012 · Proceedings of the VLDB Endowment
Journals published in
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Related publishers
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Institutions
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Previous institutions
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Awards & honors
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Career timeline
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Co-authors
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Education & career institution links
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Sign in to claim this profileSources & data information
Editorial review: 2026-10-08 · Last data update: 2026-10-08 00:07:02
Unknown values are left blank. Linked publications may be a subset of total works. Identity verification, data retrieval and profile ownership are separate checks.