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Published at December 3

Wasserstein Markets for Differentially-Private Data

cs.LG

cs.CE

cs.CR

cs.GT

econ.GN

q-fin.EC

Released Date: December 3, 2024

Authors: Saurab Chhachhi¹, Fei Teng¹

Aff.: ¹Imperial College London

Arxiv: http://arxiv.org/pdf/2412.02609v1

Refer to caption

Measure	Metric	Non- Saturating	Disjoint Supports	Input
KLD		✓		$f_{X_{1}},f_{X_{2}}$
JSD	✓		✓	$f_{X_{1}},f_{X_{2}},$ $f_{\frac{X_{1}+X_{2}}{2}}$
KS	✓		✓	$F_{X_{1}},F_{X_{2}}$
WD	✓	✓	✓	$F_{X_{1}},F_{X_{2}}$
TVD	✓		✓	$f_{X_{1}},f_{X_{2}}$