Attendance is open to all prior registration to the workshop/convention. At least just one writer of every approved submission need to sign up and existing their paper within the workshop. Predicted attendance is forty-fifty people.
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Novel algorithmic methods to causal inference or discovery problems using information-theoretic tools or assumptions.
Procedures for Discovering community architecture for the duration of coaching, which include Incrementally creating neural networks in the course of training, new effectiveness benchmarks for the above. Novel methods and will work in development are inspired.
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Video games deliver an summary and formal product of environments by which numerous agents interact: Every single participant provides a perfectly-described purpose and procedures to describe the effects of interactions Among the many players. The 1st achievements in playing these video games at super-human stage had been attained with approaches that relied on and exploited domain expertise that was created manually (e.
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BERT and GPT in NLP and SimCLR and BYOL in CV are famous examples With this route. Not long ago self-supervised ways for speech/audio processing may also be getting focus. There were two workshops on very similar subject areas hosted at ICML 2020 and NeurIPS 2020, and both equally workshops noticed good feedback and mind-boggling participation. We've been enthusiastic to continue endorsing innovation in self-supervision to the speech/audio processing fields and inspiring the fields to contribute to the overall machine Mastering Local community. The aim of the workshop is to attach researchers in self-supervision inside and out of doors the speech and audio fields to here discuss slicing-edge engineering, encourage Thoughts and collaborations, and drive the investigate frontier.
We inspire lengthy papers, quick papers and demo papers. Submissions will undertake double blind critique. Acknowledged papers are likely to be archived. We've been in a dialogue with some publishers – when they verify, we will announce accordingly.
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Nonetheless, the usage of loaded info sets also raises important privacy concerns: They usually expose individual delicate details which can be exploited, without the understanding and/or consent of the associated people, for different functions such as monitoring, discrimination, and illegal pursuits.
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Situation papers (4 web pages in length for key content material + two webpages for references in AAAI structure): we're trying to get position papers that advocate for a particular strategy or list of strategies, or current an summary of a promising applicable exploration space.
Encore observe papers which were a short while ago posted, or acknowledged for publication within a meeting or journal.