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Workshop: KR2ML - Knowledge Representation and Reasoning Meets Machine Learning

Veronika Thost, Kartik Talamadupula, Vivek Srikumar, Chenwei Zhang, Josh Tenenbaum

2020-12-11T08:40:00-08:00 - 2020-12-11T17:25:00-08:00
Abstract: Machine learning (ML) has seen a tremendous amount of recent success and has been applied in a variety of applications. However, it comes with several drawbacks, such as the need for large amounts of training data and the lack of explainability and verifiability of the results. In many domains, there is structured knowledge (e.g., from electronic health records, laws, clinical guidelines, or common sense knowledge) which can be leveraged for reasoning in an informed way (i.e., including the information encoded in the knowledge representation itself) in order to obtain high quality answers. Symbolic approaches for knowledge representation and reasoning (KRR) are less prominent today - mainly due to their lack of scalability - but their strength lies in the verifiable and interpretable reasoning that can be accomplished. The KR2ML workshop aims at the intersection of these two subfields of AI. It will shine a light on the synergies that (could/should) exist between KRR and ML, and will initiate a discussion about the key challenges in the field.


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2020-12-11T08:40:00-08:00 - 2020-12-11T09:00:00-08:00
Poster Teasers
2020-12-11T09:00:00-08:00 - 2020-12-11T09:05:00-08:00
Opening Remarks
2020-12-11T09:05:00-08:00 - 2020-12-11T09:06:00-08:00
Intro #1
2020-12-11T09:06:00-08:00 - 2020-12-11T09:35:00-08:00
Invited Talk #1
Oren Etzioni
2020-12-11T09:35:00-08:00 - 2020-12-11T09:36:00-08:00
Intro #2
2020-12-11T09:36:00-08:00 - 2020-12-11T10:05:00-08:00
Invited Talk #2
Victoria Lin
2020-12-11T10:05:00-08:00 - 2020-12-11T10:06:00-08:00
Intro #3
2020-12-11T10:06:00-08:00 - 2020-12-11T10:35:00-08:00
Invited Talk #3
Tim Rocktäschel
2020-12-11T10:35:00-08:00 - 2020-12-11T10:50:00-08:00
Q&A #1
Oren Etzioni, Tim Rocktäschel, Victoria Lin
2020-12-11T10:50:00-08:00 - 2020-12-11T11:05:00-08:00
Break #1
2020-12-11T11:05:00-08:00 - 2020-12-11T11:06:00-08:00
Intro #4
2020-12-11T11:06:00-08:00 - 2020-12-11T11:35:00-08:00
Invited Talk #4
Jure Leskovec
2020-12-11T11:35:00-08:00 - 2020-12-11T11:36:00-08:00
Intro #5
2020-12-11T11:36:00-08:00 - 2020-12-11T12:05:00-08:00
Invited Talk #5
Heng Ji
2020-12-11T12:05:00-08:00 - 2020-12-11T12:06:00-08:00
Intro #6
2020-12-11T12:06:00-08:00 - 2020-12-11T12:35:00-08:00
Invited Talk #6
Jiajun Wu
2020-12-11T12:35:00-08:00 - 2020-12-11T12:50:00-08:00
Q&A #2
Heng Ji, Jure Leskovec, Jiajun Wu
2020-12-11T12:50:00-08:00 - 2020-12-11T14:00:00-08:00
Poster Session
2020-12-11T14:00:00-08:00 - 2020-12-11T14:45:00-08:00
Panel #1
Daniel Kahneman, Henry Kautz, Luis Lamb, Gary Marcus, Francesca Rossi
2020-12-11T14:45:00-08:00 - 2020-12-11T14:46:00-08:00
Intro #7
2020-12-11T14:46:00-08:00 - 2020-12-11T15:00:00-08:00
Contributed Talk #1
Mrigank Raman
2020-12-11T15:00:00-08:00 - 2020-12-11T15:01:00-08:00
Intro #8
2020-12-11T15:01:00-08:00 - 2020-12-11T15:15:00-08:00
Contributed Talk #2-v2
León Illanes
2020-12-11T15:15:00-08:00 - 2020-12-11T15:16:00-08:00
Intro #9
2020-12-11T15:16:00-08:00 - 2020-12-11T15:30:00-08:00
Contributed Talk #3
Hongyu Ren
2020-12-11T15:30:00-08:00 - 2020-12-11T15:45:00-08:00
Q&A #3
2020-12-11T15:45:00-08:00 - 2020-12-11T16:00:00-08:00
Break #2
2020-12-11T16:00:00-08:00 - 2020-12-11T16:01:00-08:00
Intro #10
2020-12-11T16:01:00-08:00 - 2020-12-11T16:35:00-08:00
Invited Talk #7
Yoshua Bengio
2020-12-11T16:35:00-08:00 - 2020-12-11T17:20:00-08:00
Panel #2
Oren Etzioni, Heng Ji, Subbarao Kambhampati, Victoria Lin, Jiajun Wu
2020-12-11T17:20:00-08:00 - 2020-12-11T17:25:00-08:00
Closing Remarks
Poster #7
Neev Parikh
Poster #14
George Stoica
Poster #1
Hongyu Ren
Poster #3
Srivamshi Pittala
Poster #16
Feiyang Niu, Govind Thattai
Poster #11
Alexander Rader
Poster #8
Phillip Christoffersen
Poster #12
Luca Biggio
Poster #2
Xiang Ren
Poster #15
George Stoica
Poster #9
Tara Safavi
Poster #5
Osama Rama
Poster #20
Maayan Shvo
Poster #4
Lu Zhang
Poster #17
Victor Kolev
Poster #6
Sheila McIlraith
Poster #10
Jun Yan
Poster #13
Jupinder Parmar
Poster #19
Agnieszka Dobrowolska
Poster #18
Pashootan Vaezipoor