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- 01HQMZD7C12SD4SPNYCS7MWXH2 classification C1.
- 01HQMZD7C12SD4SPNYCS7MWXH2 date "2023".
- 01HQMZD7C12SD4SPNYCS7MWXH2 language "eng".
- 01HQMZD7C12SD4SPNYCS7MWXH2 type conference.
- 01HQMZD7C12SD4SPNYCS7MWXH2 hasPart 01HQN000PS80ZRDXWM5TC1NNF0.pdf.
- 01HQMZD7C12SD4SPNYCS7MWXH2 subject "Technology and Engineering".
- 01HQMZD7C12SD4SPNYCS7MWXH2 presentedAt urn:uuid:8a3b27cc-2fb8-417b-977e-d98ba3e682fa.
- 01HQMZD7C12SD4SPNYCS7MWXH2 abstract "Hierarchical Associative Memory models have recently been proposed as a versatile extension of continuous Hopfield networks. In order to facilitate future research on such models, especially at scale, we focus on increasing their simulation efficiency on digital hardware. In particular, we propose two strategies to speed up memory retrieval in these models, which corresponds to their use at inference, but is equally important during training. First, we show how they can be cast as Deep Equilibrium Models, which allows using faster and more stable solvers. Second, inspired by earlier work, we show that alternating optimization of the even and odd layers accelerates memory retrieval by a factor close to two. Combined, these two techniques allow for a much faster energy minimization, as shown in our proof-of-concept experimental results. The code is available at https://github.com/cgoemaere/hamdeq".
- 01HQMZD7C12SD4SPNYCS7MWXH2 author C7E85EE4-7EE0-11E7-B38D-2BA4AD28A064.
- 01HQMZD7C12SD4SPNYCS7MWXH2 author F79F4B9C-F0ED-11E1-A9DE-61C894A0A6B4.
- 01HQMZD7C12SD4SPNYCS7MWXH2 author F7F44048-F0ED-11E1-A9DE-61C894A0A6B4.
- 01HQMZD7C12SD4SPNYCS7MWXH2 dateCreated "2024-02-27T09:47:50Z".
- 01HQMZD7C12SD4SPNYCS7MWXH2 dateModified "2024-11-28T00:07:55Z".
- 01HQMZD7C12SD4SPNYCS7MWXH2 name "Accelerating hierarchical associative memory : a deep equilibrium approach".
- 01HQMZD7C12SD4SPNYCS7MWXH2 pagination urn:uuid:75e94c41-a7b2-4be4-b5bc-afbda9cd404d.
- 01HQMZD7C12SD4SPNYCS7MWXH2 sameAs LU-01HQMZD7C12SD4SPNYCS7MWXH2.
- 01HQMZD7C12SD4SPNYCS7MWXH2 sourceOrganization urn:uuid:0149060e-6e00-42d9-ab1b-b6f00ad5ec8c.
- 01HQMZD7C12SD4SPNYCS7MWXH2 sourceOrganization urn:uuid:7c271fed-ceb4-4e35-8785-0bc38554616f.
- 01HQMZD7C12SD4SPNYCS7MWXH2 type C1.