Samuel Don Stanton
4 papers · 2022–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(10)
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Research topics
Keywords
active learning
(1)
conformal prediction
(1)
black-box optimization
(1)
preference learning
(1)
masked language model
(1)
dynamics modeling
(1)
bilevel optimization
(1)
inductive bia
(1)
controllable generation
(1)
concept bottleneck
(1)
data distribution
(1)
protein language model
(1)
interpretable representation
(1)
energy conservation
(1)
large language model
(1)
hamiltonian neural network
(1)
validity guarantee
(1)
physics-inspired neural network
(1)
biomolecule optimization
(1)
ehrlich functions
(1)
Papers
Concept Bottleneck Language Models For Protein Design
ICLR 2025
Generalists vs. Specialists: Evaluating LLMs on Highly-Constrained Biophysical Sequence Optimization Tasks
ICML 2025
Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them)
ICML 2024
Deconstructing the Inductive Biases of Hamiltonian Neural Networks
ICLR 2022