Hengquan Guo
7 papers · 2022–2025 · 6 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Silver
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Interdisciplinary Bridge Β· Bronze
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Taxonomy Completionist
(11)
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Keyword Champion
(2)
Top co-authors
Research topics
Keywords
regret bound
(5)
constraint violation
(4)
contextual bandit
(3)
constrained optimization
(2)
lyapunov optimization
(2)
online convex optimization
(2)
primal-dual algorithm
(1)
adaptive learning rate
(1)
optimism
(1)
regret
(1)
online algorithm
(1)
adaptive algorithm
(1)
gradient variation
(1)
online regression
(1)
online scheduling
(1)
knapsack constraint
(1)
hard constraint
(1)
continuum-armed bandit
(1)
cumulative constraint violation
(1)
multi-stage task
(1)
Papers
No Regret Reinforcement Learning Algorithms for Online Scheduling with Multi-Stage Tasks
IJCAI 2025
On Stochastic Contextual Bandits with Knapsacks in Small Budget Regime
ICLR 2025
On the Power of Optimism in Constrained Online Convex Optimization
IJCAI 2025
Triple-Optimistic Learning for Stochastic Contextual Bandits with General Constraints
ICML 2025
Stochastic Constrained Contextual Bandits via Lyapunov Optimization Based Estimation to Decision Framework
COLT 2024
Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints
L4DC 2023
Online Convex Optimization with Hard Constraints: Towards the Best of Two Worlds and Beyond
NeurIPS 2022