mirror of
https://github.com/hanzoai/papers.git
synced 2026-10-29 07:34:31 +00:00
23 lines
951 B
TeX
23 lines
951 B
TeX
\section{Related Work}
|
|
|
|
\label{sec:related}
|
|
% ============================================================================
|
|
|
|
\textbf{Bittensor}~\cite{bittensor} uses a peer-ranking system (Yuma consensus)
|
|
where validators score miners on output quality. Unlike PoAI, Bittensor ranking
|
|
is subjective and susceptible to collusion between validators and miners.
|
|
|
|
\textbf{Ritual}~\cite{ritual} uses optimistic verification with dispute
|
|
resolution. PoAI provides stronger guarantees through probabilistic sampling
|
|
with economic security bounds.
|
|
|
|
\textbf{Gensyn}~\cite{gensyn} focuses on training verification using
|
|
probabilistic proof of learning. Our system addresses both training and
|
|
inference verification.
|
|
|
|
\textbf{Lux Quasar consensus}~\cite{luxwhitepaper} provides the finality layer
|
|
for ACI attestations, enabling sub-second confirmation of verified inference
|
|
results.
|
|
|
|
% ============================================================================
|