Panettiere makes a smashing appearance in a little black dress at an L.A. party. Plus: Lauren Conrad, Sarah Jessica, Taylor Swift and more

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SWEAT IT OUT

Material Girl? More like Workout Girl! Madonna sticks to a familiar regimen, staying focused on fitness while out and about Friday near her home in London.