Risk Management

LLM as a Risk Manager: LLM Semantic Filtering for Lead–Lag Trading in Prediction Markets ACL 2026 Pilot Execution: Simulating Failure Recovery In Situ for Production Distributed Systems NSDI 2026 Policy Newton Methods for Distortion Riskmetrics AAAI 2026 RADAR: Risk-Aware Distilled Adaptive Routing for Efficient Short-Form Video Platform Ecosystem Governance ACL 2026 RISK: A Framework for GUI Agents in E-commerce Risk Management ACL 2026 TingIS: Real-time Risk Event Discovery from Noisy Customer Incidents at Enterprise Scale ACL 2026 AGrail: A Lifelong Agent Guardrail with Effective and Adaptive Safety Detection ACL 2025 Beyond Reactive Safety: Risk-Aware LLM Alignment via Long-Horizon Simulation ACL 2025 Can a Bayesian Oracle Prevent Harm from an Agent? UAI 2025 CAP: Conformalized Abstention Policies for Context-Adaptive Risk Management for LLMs and VLMs ACML 2025 Nuclear Deployed!: Analyzing Catastrophic Risks in Decision-making of Autonomous LLM Agents ACL 2025 Quantitative Predictive Monitoring and Control for Safe Human-Machine Interaction AAAI 2025 SOREL: A Stochastic Algorithm for Spectral Risks Minimization ICLR 2025 Goodhart's Law in Reinforcement Learning ICLR 2024 High Probability and Risk-Averse Guarantees for a Stochastic Accelerated Primal-Dual Method JMLR 2024 Provably Efficient Iterated CVaR Reinforcement Learning with Function Approximation and Human Feedback ICLR 2024 Risk-Sensitive Online Algorithms (Extended Abstract) COLT 2024 Transfer Learning for Text Classification via Model Risk Analysis EMNLP 2024 Double Pessimism is Provably Efficient for Distributionally Robust Offline Reinforcement Learning: Generic Algorithm and Robust Partial Coverage NeurIPS 2023 Efficiently Controlling Multiple Risks with Pareto Testing ICLR 2023 Risk-Aware Reinforcement Learning with Coherent Risk Measures and Non-linear Function Approximation ICLR 2023 Stochastic Multi-armed Bandits: Optimal Trade-off among Optimality, Consistency, and Tail Risk NeurIPS 2023 Context-Based Dynamic Pricing with Partially Linear Demand Model NeurIPS 2022 Dynamic Algorithmic Impact Assessment to Promote an Ethical Use of AI in Businesses AAAI 2022 Efficient Risk-Averse Reinforcement Learning NeurIPS 2022