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risk constraint

8 papers

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Co-occurring keywords · papers mentioning both

risk-constrained reinforcement learning (2) regret bound (2) sequential decision making (2) policy optimization (2) reinforcement learning (2) spectral risk measure (1) worst-case scenario (1) spectral risk (1) adversarial bandit (1) constraint violation (1)

Papers

Augmented Lagrangian Risk-constrained Reinforcement Learning for Portfolio Optimization (Student Abstract) AAAI 2025 Tilted Quantile Gradient Updates for Quantile-Constrained Reinforcement Learning AAAI 2025 Learning Optimal Dynamic Treatment Regimens Subject to Stagewise Risk Controls JMLR 2024 Percentile Risk-Constrained Budget Pacing for Guaranteed Display Advertising in Online Optimization AAAI 2024 Spectral-Risk Safe Reinforcement Learning with Convergence Guarantees NeurIPS 2024 Strategies for Safe Multi-Armed Bandits with Logarithmic Regret and Risk ICML 2022 Reinforcement Learning of Risk-Constrained Policies in Markov Decision Processes AAAI 2020 Safety-Aware Algorithms for Adversarial Contextual Bandit ICML 2017