VSAONLINE. SEASON 11. September 22, 20:00GMT. Mohammad Alam.

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Evgeny Osipov

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Sep 17, 2025, 8:39:03 AMSep 17
to 'Google Groups' via VSACommunity, Parikshit Ram, Daswin De Silva, Fredrick Angelo Galapon, Cynamon, Josh, MCDONALD, NATHAN R CIV USAF AFMC AFRL/RITB, Ibrahim, Mohamed, Ross Gayler, GEETH R DE MEL, Marco Angioli, Peter Bruza, Colyn Seeley, Jesper Olsen, Wanyu Lei, Leonid Mokrushin, Rocco Martino, Trevor Cohen, Dave Bender, Dmitri Rachkovskij

Dear all,

 Welcome to the next talk of Season 11 on VSAONLINE. Mohammad Mahmudul Alam from UMBC, USA will  deliver a talk

”A Walsh Hadamard Derived Linear Vector Symbolic Architecture”

Date: September 22,  2025

Time: 20:00 GMT

Zoom: https://ltu-se.zoom.us/j/65564790287

 

WEB: https://bit.ly/vsaonline

Title:  A Walsh Hadamard Derived Linear Vector Symbolic Architecture.

Abstract:  Vector Symbolic Architectures (VSAs) are one approach to developing Neuro-symbolic AI, where two vectors in $\mathbb{R}^d$ are `bound' together to produce a new vector in the same space. VSAs support the commutativity and associativity of this binding operation, along with an inverse operation, allowing one to construct symbolic-style manipulations over real-valued vectors. Most VSAs were developed before deep learning and automatic differentiation became popular, and instead focused on efficacy in hand-designed systems. In this work, we introduce the Hadamard-derived linear Binding (HLB), which is designed to have favorable computational efficiency, efficacy in classic VSA tasks, and perform well in differentiable systems. Code is available at: https://github.com/FutureComputing4AI/Hadamard-derived-Linear-Binding 

 

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Evgeny Osipov

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Sep 22, 2025, 2:09:37 PMSep 22
to 'Google Groups' via VSACommunity, Parikshit Ram, Daswin De Silva, Fredrick Angelo Galapon, Cynamon, Josh, MCDONALD, NATHAN R CIV USAF AFMC AFRL/RITB, Ibrahim, Mohamed, Ross Gayler, GEETH R DE MEL, Marco Angioli, Peter Bruza, Colyn Seeley, Jesper Olsen, Wanyu Lei, Leonid Mokrushin, Rocco Martino, Trevor Cohen, Dave Bender, Dmitri Rachkovskij, Giacomo Camposampiero, Fatemeh Asgarinejad

A gentle reminder about the upcoming VSAONLINE webinar!

See you in less than two hours!

Evgeny

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