2 papers
cs.LG2026
The Geometry of Randomized Smoothing on Feasible Sets
Syed Izhan Khilji, Alireza Furutanpey, Schahram Dustdar
Randomized smoothing certifies the probability of a fixed output event as the center of Gaussian noise moves. Feasibility or confidence filtering reports label probabilities only a…
cs.DC2026
Incentives and Evidence in Learned Service Orchestration
Syed Izhan Khilji, Alireza Furutanpey, Schahram Dustdar
Reinforcement learning for service orchestration has been the subject of sustained research for over a decade, yet it is not used in production at scale. The usual explanation is t…