Using these in mind, this workshop solicits initial contributions addressing troubles and options connected with dependability, high-quality assurance and safety of ML methods.
To deliver A really unforgettable event, We're going to comply with a remarkably interactive structure that can consist of invited talks and thematic classes. The thematic classes will likely be structured into brief pitches and a common panel slot to debate equally particular person paper contributions and shared subject problems.
The Preliminary meeting was arranged by John McCarthy, then a mathematics professor at the faculty. In his proposal, he mentioned the convention was “to move forward on the basis from the conjecture that each element of Mastering or every other function of intelligence can in principle be so exactly described that a equipment might be made to simulate it.”
We welcome comprehensive paper submissions (as many as 8 internet pages, excluding references or supplementary products). The paper submissions need to be in pdf structure and utilize the AAAI Formal templates. All submissions has to be nameless and conform to AAAI specifications for double-blind critique.
As an example, FL remains to be at the chance of many styles of assaults which could end in leakage of personal details resource privateness or degraded joint product precision. To paraphrase, quite a few present FL answers are still exposed to numerous safety and privateness threats. This workshop aims to provide alongside one another FL researchers and practitioners to deal with the additional protection and privateness threats and issues in FL for making its mass adoption and prevalent acceptance in the community. The dialogue from the workshop can result in utilizing FL methods which can be extra correct, strong and interpretable, and attain the have confidence in of the FL contributors.
The workshop will happen in human being and can span in excess of in the future. It will eventually incorporate several keynote speakers, invited talks, a panel dialogue, and two poster sessions for the acknowledged papers.
The workshop might be a a single-working day Conference and may contain quite a few technical classes, a virtual poster session wherever presenters can examine their operate, with the aim of further fostering collaborations, several invited speakers masking vital troubles for the field of privateness-preserving AI apps, including plan and societal impacts, a tutorial speak, and can conclude having a panel dialogue.
Describe the actions and procedures get more info linked to creating a Python application such as the application enhancement lifecycle
Introduce college students and gurus to new systems in device Mastering and develop an understanding of the worries and issues of knowledge science applied to sector.
The workshop welcomes the submission of Focus on, but not restricted to, the following investigation directions.
We will include a panel dialogue to shut the workshop, where the audience can request adhere to up thoughts and also to identify The important thing AI difficulties to force the frontiers in Chemistry.
The workshop might be a Sooner or later Conference comprising invited talks from scientists in the sphere, spotlight lightning talks along with a poster session in which contributing paper presenters can examine their perform. Attendance is open up as much as all registered customers.
BERT and GPT in NLP and SimCLR and BYOL in CV are well-known illustrations In this particular path. Not too long ago self-supervised ways for speech/audio processing will also be getting attention. There have been two workshops on very similar subject areas hosted at ICML 2020 and NeurIPS 2020, and both of those workshops observed optimistic comments and frustrating participation. We have been energized to continue advertising innovation in self-supervision for that speech/audio processing fields and inspiring the fields to lead to the final device Finding out Local community. The objective of the workshop is to connect scientists in self-supervision within and outdoors the speech and audio fields to discuss reducing-edge technology, inspire Concepts and collaborations, and generate the exploration frontier.
The previous few yrs have found the immediate progress of mathematical procedures for modeling structured knowledge coming from biology, chemistry, network science, natural language processing, and Computer system vision applications. Lately created applications and slicing-edge methodologies coming from the theory of exceptional transport have proved being notably effective for these responsibilities.