Spencer Hutchinson
6 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(10)
Venues
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Research topics
Keywords
regret bound
(3)
constraint violation
(2)
online convex optimization
(2)
sublinear regret
(2)
constraint satisfaction
(1)
bandit feedback
(1)
zero-order optimization
(1)
subgradient descent
(1)
regret
(1)
multi-armed bandit
(1)
linear constraint
(1)
linear bandit
(1)
stochastic bandit
(1)
safe optimization
(1)
geometric constraint
(1)
distributed system
(1)
convex constraint
(1)
dynamic pricing
(1)
safe linear bandit
(1)
directional optimism
(1)
Papers
Constrained Online Convex Optimization with Polyak Feasibility Steps
ICML 2025
Optimistic Safety for Online Convex Optimization with Unknown Linear Constraints
AISTATS 2025
Directional Optimism for Safe Linear Bandits
AISTATS 2024
Safe dynamic pricing for nonstationary network resource allocation
L4DC 2024
Safe online convex optimization with multi-point feedback
L4DC 2024
The Impact of the Geometric Properties of the Constraint Set in Safe Optimization with Bandit Feedback
L4DC 2023