3 papers
cs.LG2025
Unsupervised Evaluation of Multi-Turn Objective-Driven Interactions
Emi Soroka, Tanmay Chopra, Krish Desai +1
Large language models (LLMs) have seen increasing popularity in enterprise applications where AI agents and humans engage in objective-driven interactions. However, these systems a…
cs.LG2025
Data-Efficient Realized Volatility Forecasting with Vision Transformers
Emi Soroka, Artem Arzyn
Recent work in financial machine learning has shown the virtue of complexity: the phenomenon by which deep learning methods capable of learning highly nonlinear relationships outpe…
cs.LG2025
Learning Temporal Logic Predicates from Data with Statistical Guarantees
Emi Soroka, Rohan Sinha, Sanjay Lall
Temporal logic rules are often used in control and robotics to provide structured, human-interpretable descriptions of trajectory data. These rules have numerous applications inclu…