2 papers
stat.AP2026
Fear Moves Markets: Sentiment-Augmented POMP for Volatility Modeling of Bitcoin Returns
Abeyankar Giridharan, Chang Li, Suvrorup Mukherjee +1
Cryptocurrency markets exhibit extreme price swings and sentiment-driven regime shifts, which traditional volatility models often fail to capture. To address this, we develop a par…
cs.AI2026
Consistency as a Testable Property: Statistical Methods to Evaluate AI Agent Reliability
Harsh Raj, Niranjan Orkat, Suvrorup Mukherjee +3
This paper establishes a rigorous measurement science for AI agent reliability, providing a foundational framework for quantifying consistency under semantically preserving perturb…