Executive Control is core to what most people recognise as...
Read MoreCerenaut Research
General-purpose machine learning
FEATURED RESEARCH
Algorithms for learning using only local and immediate credit assignment
High-order partially-observable sequences
Recurrent Sparse Memory (RSM) is an unsupervised method for simultaneously learning spatial and sequential structure in partially-observable high Markov order data streams
Fast (One-shot) episodic learning
Our Artificial Hippocampus Algorithm (AHA) can learn to generalize classes from a single instance, while still discriminating between instances of the same class - all without any provided labels
Research Strategy
We aim to discover new learning rules, architectures and representations by using computational neuroscience discoveries to guide our research
NEWS
- June 2020: 5th WBAI Hackathon is coming
- Feb 2020: Gideon will present new results from the AHA model at NAISYS (CSHL)
- Jan 2020: Monash student An Nguyen will research using RL to learn attentional strategies for RSM
- Dec 2019: Boosted-RSM preprint available - collaboration with Jeremy Gordon and Subutai Ahmad
- Dec 2019: Kok-Ping, Monash Uni summer student, continues the Self-organizing project
- Nov 2019: Gideon is presenting at a Timeseries Melbourne meetup on AHA
- Nov 2019: Satya completes his Monash Uni Masters research project with us on Self-Organizing Architectures
- Nov 2019: Gideon is presenting at a Timeseries Melbourne meetup on AHA
- Oct 15 2019: Dave is presenting at the Melbourne MLAI meetup
- Sep 2019: Episodic memory paper preprint available
RECENT ARTICLES
Max Bennett on a canonical Neocortical Microcircuit [Numenta meeting]
Check out this fascinating research meeting with Numenta and guest...
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5th WBAI Hackathon
The Whole Brain Architecture Initiative (WBAI) aims to foster research...
Read MoreAbout Us
Cerenaut (formerly ProjectAGI) undertakes fundamental research in artificial intelligence & machine learning. We’re based in Melbourne, Australia.
We collaborate with academic institutions, companies and individuals, on topics of shared interest. If you’d like to work with us, get in touch! We co-supervise student research projects and engage with the research community here in Australia.