[Shaun]

David Bowie - oh god there's whole albums of his I hate, but anything off Earthling
The Beatles - probably Yellow Submarine.
Kate Bush - she has a lot of annoying ones but I'd say The Red Shoes
Arcade Fire - The Well and the Lighthouse

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and to take part in the likes of names who'll be posted in this thread:
Rihanna - California King Bed
Britney Spears - there's a lot but Big Fat Bass
P!nk - Dear Mr. President
Katy Perry - Circle the Drain
Lady Gaga - Starstruck
Nicki Minaj - Roman Holiday
Beyonce - Check On It (of her singles, I'm sure there's some duds on Dangerously In Love too)