3 papers
cs.LG2026
Weighted Conformal Prediction for Lab-to-Track Thermal Transfer in EV Motorsport Powertrains
Varshith Roy Kotla
Predicting thermal volatility in high-performance EV powertrains is difficult as internal temperatures are rarely observable outside the lab, and models calibrated on lab drive cyc…
cs.LG2026
Predictive Conformal Slip Monitoring: An Empirical Evaluation of Rolling Split Conformal Prediction for Pre-Incident Traction Loss Detection
Varshith Roy Kotla
Conventional traction control architectures intervene only after the adhesion limit of a tire has already been breached. This paper investigates whether Rolling Split Conformal Pre…
cs.CL2025
Conformal Prediction Sets for Next-Token Prediction in Large Language Models: Balancing Coverage Guarantees with Set Efficiency
Yoshith Roy Kotla, Varshith Roy Kotla
Deploying large language models (LLMs) in high-stakes domains requires rigorous uncertainty quantification, yet standard softmax probabilities are often poorly calibrated. We prese…