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I don't own nearly as much albums from this decade as I should, so most of these are just singles that caught my attention from here and there. Not something you haven't heard if you follow current charts, but here we go, this is what I have so far:

Kanye West - Power (Jul 2010)

Kanye West - All Of The Lights (Jan 2011)
Adele - Someone Like You (Jan 2011)
Gotye ft. Kimbra - Somebody That I Used To Know (Jul 2011)

Beach Boys - That's Why God Made The Radio (Apr 2012)
Beach Boys - Isn't It Time? (Sep 2012)
Bruno Mars - Locked Out of Heaven (Oct 2012)

Lorde - Royals (Mar 2013)
Daft Punk - Get Lucky (Apr 2013)
Kanye West - Black Skinhead (Jun 2013)
Lorde - Tennis Court (Jun 2013)
Arctic Monkeys - Do I Wanna Know (Jun 2013)
Kanye West - Blood On The Leaves (Nov 2013)
Pharrell - Happy (Nov 2013)

Daft Punk - Give Life Back to Music (Jan 2014)

Here are some of my favorites from this decade, sorted by year. I just scanned my iTunes sorted by year, so it's possible some of these are actually album tracks, not singles (though I think I got singles only), and even more possible I missed something awesome.

2010
Acapella, Kelis
Baby, Justin Bieber
Bloodbuzz Ohio, The National
Cousins, Vampire Weekend
Drunk Girls, LCD Soundsystem
Famine Affair, Of Montreal
f*** You, Cee Lo Green
Good Intentions Paving Co., Joanna Newsom
Hang With Me, Robyn
I Need a Dollar, Aloe Blacc
Lookin' Fly, Redman
Midnight Hour, Reflection Eternal feat. Estelle
My Baby Left Me, Rox
Nothing But the Whole Wide World, Jakob Dylan
Slow, Rumer
Tanze, Puerto Muerto
Teenage Dream, Katy Perry
Telephone, The Black Angels
The Bike Song, Mark Ronson
Things Ain't What They Used to Be, Stanley Brinks and the Wave Pictures
Tightrope, Janelle Monae feat. Big Boi
What's My Name, Rihanna
Write About Love, Belle & Sebastian

2011
Back in the Crowd, Tom Waits
Barton Hollow, The Civil Wars
Cameo Lover, Kimbra
Damn These Vampires, Mountain Goats
Go Outside, Cults
Holocene, Bon Iver
Honey Bunny, Girls
I Might, Wilco
Make Some Noise, the Beastie Boys
Manchester, Kishi Bashi
New Beat, Toro y Moi
Novacane, Frank Ocean
Our Hearts Are Wrong, Jessica Lea Mayfield
Rumour Has It, Adele
Somebody That I Used to Know, Gotye (feat. Kimbra)
Tell Me Something I Don't Know, Herman Dune
Two Against One, Danger Mouse and Daniele Luppi feat. Jack White
Walking Far From Home, Iron & Wine

2012
Betty Wang, Hospitality
Chum, Earl Sweatshirt
Cry For Judas, Mountain Goats
Dour Percentage, Of Montreal
Hey Jane, Spiritualized
If I Knew, Bruno Mars
Letter to My Countrymen, Brother Ali
Out of the Game, Rufus Wainwright
That Girl, Noisettes
Twisted, Usher feat. Pharrell Williams
Video Games, Lana Del Rey
Werewolf, Fiona Apple


2013
Aubergine, Lady Lamb the Beekeeper
California, Cotton Mather
Dance Apocalyptic, Janelle Monae
Diane Young, Vampire Weekend
Fugitive Air, Of Montreal
Little Numbers, Boy
Merry Go Round, Kacey Musgraves
New, Paul McCartney
Reflektor, Arcade Fire
Royals, Lorde
Stare at the Sun, Eleanor Friedberger
Where Are We Now? David Bowie
Workin Woman Blues, Valerie June

2014 so far.
Black and Blue, Secret Sisters
Happy, Pharrell Williams
Holding On for Life, Broken Bells
The Man, Aloe Blacc
Orange Juice, Stanley Brinks and the Wave Pictures

I guess several of these aren't singles, but these are some of my favorite songs of the decade so far:

The Coral - 1000 Years (2010)
Tony Sly - AM (2010)
Lykke Li - I Follow Rivers (2011)
Lana Del Rey - Video Games (2011)
The Beach Boys - From There to Back Again (2012)
The Kik - Simone (2012)
Sunday Sun - Sunday Sun (2012)
Family Of The Year - Hero (2012)
The Kyteman Orchestra - The Mushroom Cloud (2012)
Green Day - Oh Love (2012)
Major Lazer - Get Free (2012)
Jessie Ware - Running (2012)
Jim Noir - Tea (2012)
Royal Parks - She (2012)
Douwe Bob - You Don't Have To Stay (2013)
Morning Glory - I Am Machine Gun (2014)