Human-level concept learning through probabilistic program introduction

Institutions: New York University, U of Toronto, MIT

Authors: B. H. Lake, R. Salakhutdinov, and J. B. Tenenbaum

Publication:

Human-level concept learning through probabilistic program introduction, Science, 2015

Source Code:

https://github.com/brendenlake/BPL

Learning AND-OR Templates for Object Recognition and Detection

Institutions: UC Los Angeles

Authors: Z. Si and S. Zhu

Publication:

Learning AND-OR Templates for Object Recognition and Detection, TPAMI, 2013

Source Code:

http://www.stat.ucla.edu/~zzsi/AOT.html

Examples are not Enough, Learn to Criticize! Criticism for Interpretability

Institutions: Allen Institute, UT Austin, UIUC

Authors: B. Kim, R. Khanna, S. Koyejo

Publication:

Examples are not Enough, Learn to Criticize! Criticism for Interpretability, NIPS, 2016

Source Code:

https://github.com/BeenKim/MMD-critic

Multimedia Event Detection and Recounting

Institutions: SRI-International Sarnoff, U. of Massachusett

Authors: H. Cheng et. al.

Publication:

SRI-Sarnoff AURORA at TRECVID 2014 - Multimedia Event Detection and Recounting

Source Code:

https://www.nist.gov/itl/iad/mig/tools