Sebastian Ament
6 papers · 2020–2025 · 4 conferences · across top CS/AI conferences
Achievements
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🗺️ Taxonomy Completionist (16) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🌍 Conference Polyglot (4) 🏃 Academic Marathon (5)
🌉
Interdisciplinary Bridge
🐝
Cross-Pollinator
(13)
👥
Mega-Team
(21)
Conferences
ICML (2)
NIPS (2)
AISTATS (1)
AUTOML (1)
Top co-authors
Keywords
bayesian optimization
(3)
gaussian process
(2)
robust regression
(1)
bayesian inference
(1)
hyperparameter optimization
(1)
uncertainty quantification
(1)
embedding learning
(1)
numerical optimization
(1)
expected improvement
(1)
outlier robustness
(1)
hyperparameter tuning
(1)
acquisition function
(1)
surrogate model
(1)
relevance pursuit
(1)
probabilistic regression
(1)
constraint reasoning
(1)
crystal structure
(1)
sparse outlier
(1)
log marginal likelihood
(1)
pattern de-mixing
(1)
Papers
Ax: A Platform for Adaptive Experimentation
AUTOML 2025
Scalable Gaussian Processes with Latent Kronecker Structure
ICML 2025
Robust Gaussian Processes via Relevance Pursuit
NIPS 2024
Unexpected Improvements to Expected Improvement for Bayesian Optimization
NIPS 2023
Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings
AISTATS 2023
Deep Reasoning Networks for Unsupervised Pattern De-mixing with Constraint Reasoning
ICML 2020