NeuroArch 2015

The second workshop on Neuromorphic Architectures (NeuroArch) aims at exploring novel ideas and research opportunities in design, programming, and application of neuromorphic and brain-inspired accelerators. In the current realm of processor design, where energy and power constraint has shifted the designs toward heterogeneity, hardware neural networks are emerging as candidate accelerators with attractive characteristics and broad application scope.

In addition to the power-efficiency and fault tolerance of neural accelerators, we are at the junction of time where:

1. As technology scales down to the atomic levels, the increasing process variability causes the designers to pay a high tax in performance and efficiency to provide fault-free designs; the intrinsic robustness of neural networks may lead to fault-tolerant accelerators.

2. Novel neural network algorithms such as Deep Belief Networks outperform many alternative machine learning algorithms across a broad set of applications.

3. Significant progress in neuroscience sheds light on the operating principles of biological neural networks, which can thus be partially replicated in hardware.

4. The landscape of computing has changed toward providing a more personalized and more targeted experience for the users, thus increasing the importance of applications that require learning.

Therefore, we believe it is imperative and timely for the computer architecture community and the design of next generation computing systems to explore and research neural models of computing.
 

To this end, NeuroArch invites research papers and talks on topics including but not limited to:

• Hardware design for biologically or mathematically inspired neural networks

• Applications of hardware neural networks

• Advanced technologies and devices for neural hardware design (3D, memristors, ...)

• Programming models and environments for neural accelerators

NeuroArch 2015 will include both invited talks and peer-reviewed papers. Peer-reviewed papers will not be published in a proceedings; therefore, submitting to NeuroArch will not preclude future publication opportunities. However, papers and presentation slides will be made available online with the authors' approval.

Take a look at the first workshop on Neuromorphic Architecture (NeuroArch 2014)

Important Dates

• Paper Submission: April 1st, 2015
 
• Author Notification: April 15th, 2015

Submission

Paper submissions are limited to two-page extended abstract. Please use the formatting guidelines from the main conference.

Please send a PDF version of your paper to hadi@cc.gatech.edu and abdullah.muzahid@utsa.edu.

Submissions may optionally be blind (authors can choose whether to include names on the submitted PDF; this option will be relevant if the organizing committee decides to query the opinion of an external reviewer).

Organizers

Hadi Esmaeilzadeh, Georgia Tech
Abdullah Muzahid, University of Texas at San Antonio
 

Contact

abdullah.muzahid@utsa.edu and hadi@cc.gatech.edu