3 papers
cs.LG2026
Optimization-based Online Conformal Prediction for Multi-step Forecasting
Ruipu Li, Daniel Menacho, Alexander RodrÃguez +1
Conformal prediction (CP) provides distribution-free coverage guarantees, making it well suited for uncertainty quantification in time series forecasting. However, existing methods…
cs.AI2026
Simulate, Reason, Decide: Scientific Reasoning with LLMs for Simulation-Driven Decision Making
Yuhan Yang, Ruipu Li, Alexander RodrÃguez
Scientific simulators are increasingly being integrated into LLM-driven systems for high-stakes simulation-driven decision-making. However, existing frameworks primarily use LLMs t…
cs.LG2024
Neural Conformal Control for Time Series Forecasting
Ruipu Li, Alexander RodrÃguez
We introduce a neural network conformal prediction method for time series that enhances adaptivity in non-stationary environments. Our approach acts as a neural controller designed…