2 papers
cs.LG2026
FinAbstain: Uncertainty-Calibrated Multimodal RAG for Selective Financial Forecasting
Dorothy Torres, Wei Cheng, Henan Huang
Large language models (LLMs) can synthesize financial narratives but may express high confidence when evidence is sparse, stale, or contradictory. This failure is especially conseq…
cs.AI2026
Explainable AML Triage with LLMs: Evidence Retrieval and Counterfactual Checks
Dorothy Torres, Wei Cheng, Ke Hu
Anti-money laundering (AML) transaction monitoring generates large volumes of alerts that must be rapidly triaged by investigators under strict audit and governance constraints. Wh…