2 papers
cs.LG2025
Fortytwo: Swarm Inference with Peer-Ranked Consensus
Vladyslav Larin, Ihor Naumenko, Aleksei Ivashov +2
As centralized AI hits compute ceilings and diminishing returns from ever-larger training runs, meeting demand requires an inference layer that scales horizontally in both capacity…
cs.MA2024
Self-Supervised Inference of Agents in Trustless Environments
Vladyslav Larin, Ivan Nikitin, Alexander Firsov
In this paper, we propose a novel approach where agents can form swarms to produce high-quality responses effectively. This is accomplished by utilizing agents capable of data infe…