most citedEvaluating the Effects of Prompt Perturbation on Bias and Hallucination in Large Language Models

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cs.LG2026

MACTS-EM: Multi-Agent Collaborative Time Series Forecasting with Emergent Memory

Ahmad Shahi, Mamehgol Yousefi

Time series forecasting remains a critical challenge across numerous domains. Despite significant advancements, existing approaches struggle with complex phenomena such as regime s…

cs.LG2026

Conformal Adversarial Generative Ensemble

Ahmad Shahi, Mamehgol Yousefi, Brendon J. Woodford +2

Accurate time series forecasting is critical across various domains, yet traditional ensemble methods often suffer from the disproportionate influence of extreme forecasts. We intr…