BICA. Biologically Inspired Cognitive Architectures 2009
AAAI 2008 Fall Symposium Series Arlington, Virginia — November 5–7, 2009
The challenge of designing a human-level learner is central to creating a real-life computational equivalent of the human mind. It demands the level of robustness and flexibility of learning that today is available in biological systems only. Therefore, it is essential that we better understand at a computational level how biological systems naturally develop their cognitive and learning functions. In recent years, biologically inspired cognitive architectures (BICA) have emerged as a powerful new approach toward gaining this kind of understanding. The impressive success of BICA-2008 was clear evidence of this trend. As the second event in the series, BICA-2009 continues our attack on the challenge, with the overall atmosphere of excitement and potential, brainstorming and collaboration.
Topics
- Bridging the gap between AI and biology: robustness, flexibility, integrity. - BICA models of learning: bootstrapped, self-regulated (SRL), meta-learning. - Scalability, limitations and ‘critical mass’ of cognitive vs. subcognitive learning. - Biological constraints vital for learning. - Physical support of conscious experience. - Formal theory of cognitive architectures. - Emotional feelings and values in artifacts. - Measuring minds of machines and humans.
Symposium Focus and Spirit
The challenge addressed by this symposium is stated above. The narrow focus is on the idea to replicate in artifacts the phenomenon of natural cognitive growth (human-like learning and cognitive development), using models of learning borrowed from biology, neuroscience, cognitive / developmental psychology, cognitive linguistics, educational and social sciences. Specific tasks include: to identify critical components of human-like learning mechanisms that enable transformative cognitive growth in BICA; to understand at a computational level the leverage of biological constraints in self-regulated cognitive growth; to design curricula, tests and scalability metrics for artifacts and a roadmap to solving the challenge.
The spirit of the symposium is science (and, indeed, its focus is on a fundamental scientific problem). This symposium is not about the closed DARPA program or its successors, it is not a formal presentation event, not a publishing venue, not a funding opportunity forum, and not an industry teaming day (while all these elements may be present in it to some extent). It is a working seminar where researchers come together with new ideas and have a discussion.
Therefore, the majority of presentations will be short and exciting, while longer talks will be used to set the stage for discussion panels (see the Format section below). Be first to comment this article | Add as favourites (189) | Quote this article on your site | Views: 1456 | E-mail |