Zachary Serlin
4 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
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Research topics
Keywords
multi-agent reinforcement learning
(1)
policy gradient
(1)
distributed learning
(1)
constrained optimization
(1)
communication policies
(1)
value iteration
(1)
constraint satisfaction
(1)
continuous action space
(1)
proximal policy optimization
(1)
reward shaping
(1)
temporal logic
(1)
formal specification
(1)
safe control
(1)
deep q-network
(1)
delayed reward
(1)
multi-agent system
(1)
task prediction
(1)
boolean composition
(1)
compositional safety semantics
(1)
twin delayed ddpg
(1)
Papers
Accelerating Proximal Policy Optimization Learning Using Task Prediction for Solving Environments with Delayed Rewards
L4DC 2025
Solving Multi-Agent Safe Optimal Control with Distributed Epigraph Form MARL
RSS 2025
Run-Time Task Composition with Safety Semantics
ICML 2024
CatlNet: Learning Communication and Coordination Policies from CaTL+ Specifications
L4DC 2023