TV This Week, May 31-June 6: 'Pretty Little Liars' and more

TV This Week, May 31-June 6: 'Pretty Little Liars' and more
Lucy Hale, left, Shay Mitchell and Janel Parrish are back in new episodes of “Pretty Little Liars” on ABC Family. (Eric McCandless / ABC Family)

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What's tops on the tube? Find out at fifth-annual edition of “The Critics' Choice Television Awards.” 5 p.m. A&E

A comic and commentator cracks wise about events current as well as cultural in “The Greg Gutfeld Show.” 7 p.m. Fox News Channel

Take a walk on the wild side of the Internet with Alex Winter's 2015 exposé “Deep Web.” 8 p.m. Epix

All will kneel before "Golan the Insatiable" in this animated sitcom featuring the voices of Rob Riggle and Aubrey Plaza. 9:30 p.m. Fox

The 1980s-set tech-industry drama "Halt and Catch Fire" boots up a second season. 10 p.m. AMC


Let's move! First Lady Michelle Obama stops by for a chat on the return of "So You Think You Can Dance." 8 p.m. Fox

Actress Marianna Palka shares her fears of inheriting the degenerative disorder known as Huntington's disease in the new documentary "The Lion's Mouth Opens." 9 p.m. HBO

"Devious Maids" still don't do windows in the soapy drama's third-season premiere. 9 p.m. Lifetime

Rivalries between such inventors as Steve Jobs and Bill Gates are dramatized in the new series “American Genius.” 9 and 10 p.m. National Geographic Channel

Kids say the spookiest things, prompting the FBI to investigate, in “The Whispers.” Lily Rabe, Milo Ventimiglia and “House of Cards'” Kristen Connolly star in this new science-fiction drama from Steven Spielberg. 10 p.m. ABC

Every rose has its thorns for the cast and crew of a "Bachelor"-like dating show in the new scripted drama "UnREAL." Shiri Appleby and Constance Zimmer star. 10 p.m. Lifetime


Those fabulous fabulists are back at it in the season premiere of the hit teen drama "Pretty Little Liars." 8 p.m. ABC Family

Dead men tell no tales … or do they? A young techie (Emma Ishta) learns how to enter the minds of the dearly departed in the new mystery drama "Stitchers." 9 p.m. ABC Family

“Secrets and Wives” is a new docu-soap about six longtime gal pals in Long Island. So why not just call it “The Real Housewives of Long Island”? 10 p.m. Bravo

The doctor (Mark Feuerstein) is in on the return of "Royal Pains." 10 p.m. USA

Ted Danson and Wanda Sykes are David Steinberg's guests on a new "Inside Comedy." 11 p.m. Showtime


Pro hockey's finest face off at center ice in the opening game of the "2015 Stanley Cup Finals." 5 p.m. NBC

Older women and the younger men who love them share their stories in the special "The Grandmother Lovers." 9 p.m. TLC

The sports-themed dramedy “The Game” kicks off its eighth and final season. 10 p.m. BET

Goodbye, ladies: Valerie Bertinelli, Wendie Malick, Jane Leeves and Betty White sign off on the series finale of “Hot in Cleveland.” 10 p.m. TV Land

You don't have to be crazy to eat there, but it helps, in the special "Craziest Restaurants in America." 10 p.m. Food Network


The latest edition of the extreme-sports extravaganza that is the "X Games" gets underway in Austin, Texas. 5:30 p.m. ESPN

The Clippers came close, the Lakers not even, but neither team will be there at the tip-off of the "2015 NBA Finals." 6 p.m. ABC

Mads Mikkelsen is back as the hungry, hungry "Hannibal" in this creepy drama's third-season premiere. 10 p.m. NBC


The Wachowskis, who brought you "The Matrix," want to further bend your mind with "Sense8." Eight strangers find themselves inexplicably linked in this new science-fiction series. Anytime, Netflix

The boys are all here, even that one kid who quit a few months back, in the 2014 concert doc "One Direction: Where We Are: Live From San Siro Stadium." 9 p.m. Showtime

Denzel Washington showed off his particular set of skills when he reteamed with “Training Day” director Antoine Fuqua for the 2014 action tale “The Equalizer.” 9 p.m. Starz

Four female faith-healers try to practice what they "Preach" in this new reality series. 10 p.m. Lifetime


All eyes will be on American Pharaoh as the bay colt shoots for the Triple Crown at “The 147th Belmont Stakes.” 1:30 p.m. NBC

Black college students have a thing or three to say about race relations on campus in Justin Simien's 2014 satire "Dear White People." 8 p.m. Epix

All rise! Here comes “The Judge.” Robert Duvall and Robert Downey Jr. star in this 2014 family drama/legal thriller. 8 p.m. HBO

Homework, schmomework! A trio of middle-schoolers has other plans in the new sitcom “100 Things to Do Before High School.” 8 p.m. Nickelodeon

"Once" was not enough, so that film's writer-director John Carney created the likewise tune-filled 2013 fable "Begin Again." With Keira Knightley and Mark Ruffalo. 8 p.m. Showtime

It's fossil versus fossil in a "Dino Death Match" in this new special. 9 p.m. National Geographic Channel