Statistical Learning
ASeparationResultBetweenData-obliviousand Data-awarePoisoningAttacks
In this work, we initiate a theoretical study of the problem above.
Stable and low-precision training for large-scale vision-language models Mitchell Wortsman 1 Tim Dettmers 1 Luke Zettlemoyer
Our main focus is int8 as GPU support for float8 is rare, though we also analyze float8 training through simulation.
ValidationFreeandReplicationRobust Volume-basedDataValuation
However, a validation set may not always be available in practice [35]. Also, as different choices ofthe validation set can lead todifferent data valuations, itischallenging for the data providers to agree on the choice ofsuch avalidation set [35].
estimated bythenormalized sum Pn i=1wig(Xi) / Pn i=1wi,wherewi =f(Xi)/qi 1(Xi)are
A key object in sequential simulation is the sequence of distributions, called the policy, fromwhich togenerate therandom variables, called particles, usedtoapproximate theintegralsof interest.