From d0898bf6486a8ec15bb19b1b580c648d1447fc17 Mon Sep 17 00:00:00 2001 From: Miguel de Benito Delgado Date: Sun, 5 May 2024 12:03:29 +0200 Subject: [PATCH] em->dfn --- report/tmlr-re-csshapley.tex | 4030 +++++++++++++++++----------------- 1 file changed, 2015 insertions(+), 2015 deletions(-) diff --git a/report/tmlr-re-csshapley.tex b/report/tmlr-re-csshapley.tex index e4b96758..fe402da7 100644 --- a/report/tmlr-re-csshapley.tex +++ b/report/tmlr-re-csshapley.tex @@ -439,7 +439,7 @@ \subsection{Valuation methods tested} methods, see Figure~\ref{fig:rank-stability}. The paper also introduces an efficient sampling technique, dubbed -{\tmem{Maximum Sample Reuse}} (MSR), which for every sample $S \subset T$ +{\tmdfn{Maximum Sample Reuse}} (MSR), which for every sample $S \subset T$ updates all indices in the training set. This drastically reduces the amount of utility evaluations required for approximation, by a factor $| T |$ wrt. TMCS. @@ -584,7 +584,7 @@ \subsection{Tasks for the evaluation of data valuation account the heteroscedasticity of the accuracy. In Figure~\ref{fig:acc-lr-lr} we can see that the 95\% CI tends to grow as data are removed from $T$, possibly reflecting the fact that after the few initial high values, many are -very small, inducing changes in their ranking (see +very small, inducing changes in their ranking (see Figure~\ref{fig:value-decay} for the distribution of values). \paragraph{Variance Adjusted Relative Weighted Accuracy Drop.}For the @@ -1522,2024 +1522,2024 @@ \subsection{Value transfer}\label{app:value-transfer} % aG9pY2UuIEluIHBhcnRpY3VsYXIgd3J0LiByYW5rIHN0YWJpbGl0eSBvZiB0aGUgbWV0aG9kcywgc2Vl % ICIgKGxvY2FsaXplICJGaWd1cmUiKSAobmJzcCkgKHJlZmVyZW5jZSAiZmlnOnJhbmstc3RhYmlsaXR5 % IikgIi4iKSAoY29uY2F0ICJUaGUgcGFwZXIgYWxzbyBpbnRyb2R1Y2VzIGFuIGVmZmljaWVudCBzYW1w -% bGluZyB0ZWNobmlxdWUsIGR1YmJlZCAiIChlbSAiTWF4aW11bSBTYW1wbGUgUmV1c2UiKSAiIChNU1Ip -% LCB3aGljaCBmb3IgZXZlcnkgc2FtcGxlICIgKG1hdGggIlM8c3Vic2V0PlQiKSAiIHVwZGF0ZXMgYWxs -% IGluZGljZXMgaW4gdGhlIHRyYWluaW5nIHNldC4gVGhpcyBkcmFzdGljYWxseSByZWR1Y2VzIHRoZSBh 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