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SUMMARY:Knows What It Knows: A Framework For Self-Aware Learning - Pedro O
 rtega (University of Cambridge)
DTSTART:20081030T140000Z
DTEND:20081030T153000Z
UID:TALK13497@talks.cam.ac.uk
CONTACT:Shakir Mohamed
DESCRIPTION:Today we will look at the following paper that appeared at ICM
 L 2008:\n\nLi\, Lihong and Littman\, Michael and Walsh\, Thomas.\n"Knows W
 hat It Knows: A Framework For Self-Aware Learning"\nhttp://icml2008.cs.hel
 sinki.fi/papers/627.pdf\n\nAbstract:\nWe introduce a learning framework th
 at combines elements of the well-known PAC and mistake-bound models. The K
 WIK (knows what it knows) framework was designed particularly for its util
 ity in learning settings where active exploration can impact the training 
 examples the learner is exposed to\, as is true in reinforcement-learning 
 and active-learning problems. We catalog several KWIK-learnable classes an
 d list some open problems in this area.
LOCATION:Engineering Department\, CBL Room 438
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