The $17.8 million program would place low-risk individuals under supervised release.
The New York Civil Liberties Union filed the appeal on Tuesday.
The law would require officers to identify themselves and explain why an individual was being stopped.
The city will drop the appeal once a federal court approves proposed reforms to the police tactic.
The 115th Precinct, in Jackson Heights, East Elmhurst and North Corona, stopped 14,585 Latinos in 2011.
Mayor Michael Bloomberg slammed the NYCLU Sunday for criticizing the city's stop-and-frisk policy.
Six officers show up outside Harlem couple's apartment building after anti stop-and-frisk meeting.
A flier calling two activists "professional agitators" was posted at a Harlem precinct.
The NYCLU said a flier posted in the 30th Precinct station house is a safety threat to the protesters.
Criminal justice experts weighed in on alternatives to the city's controversial stop and frisk policy.
The NYPD targets minorities from Downtown to Harlem, the New York Civil Liberties Union.
The voluntary program allows cops to patrol private apartment buildings in high-crime areas.
The barricades ringing Zuccotti Park were removed Tuesday night for the first time since last year.
Three officers were disciplined for arresting City Councilman Jumaane Williams and Kirsten John Foy, an aide to Public Advocate Bill de Blasio, during the West Indian Day Parade in December.
An estimated 500 people rallied Sunday against congressional hearings about the 'radicalization' of Muslims in America.
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