3 papers
cs.LG2026
Bounded Precision-Geometry Scaling for Robust Multi-Task Learning under Loss Scale Mismatch
Krishna Subedi
Multi-task learning often combines losses that span several orders of magnitude, causing homoscedastic uncertainty weighting to degrade severely. We propose Bounded Precision-Geome…
cs.AI2026
VALG: An Agentic System for ML Theory Research
Dechen Zhang, Xuan Tang, Xinxiang Yin +3
Machine learning theory studies learning procedures through mathematical setups in which the data model, training protocol, oracle access, loss, metric, and randomness define the p…
cs.PF2026
Reflected UAS: Corrected Deterministic Stability and Direct CTMC Drift Calculation
Krishna Subedi
We analyze Reflected UAS routing for heterogeneous multi-server queues at fixed parameters under subcritical load. The deterministic surrogate is a reflected ODE on the nonnegative…