Hardware Architecture Papers

Hardware Architecture Papers

Jun 12

ReSCom: A Reconfigurable Spiking Neural Network Accelerator Using Stochastic Computing Ali Alipour Fereidani, Mohammad Rasoul Roshanshah, Saeed Safari arxiv.org/abs/2606.13560 [𝚌𝚜.𝙰𝚁 𝚌𝚜.𝙽𝙴]

Spiking Neural Networks (SNNs) provide an attractive framework for energy-efficient inference due to their event-driven computation and biologically inspired dynamics. However, efficient hardware realization of SNNs remains challenging because neuronal computations incur significant power and area costs, and uncontrolled approximate arithmetic can destabilize recurrent state updates when precision is not properly managed. To address these challenges, this paper presents ReSCom, a reconfigurable SNN accelerator that leverages stochastic computing to reduce hardware complexity while maintaining stable inference. The proposed architecture employs stochastic arithmetic for multiplication operations in neuron dynamics, while preserving exact fixed-point addition/subtraction operations. This stochastic strategy enables runtime trade-offs between accuracy, latency, and energy consumption. A unified reconfigurable neuron design supports Integrate-and-Fire (IF), Leaky Integrate-and-Fire (LIF),

ALT Spiking Neural Networks (SNNs) provide an attractive framework for energy-efficient inference due to their event-driven computation and biologically inspired dynamics. However, efficient hardware realization of SNNs remains challenging because neuronal computations incur significant power and area costs, and uncontrolled approximate arithmetic can destabilize recurrent state updates when precision is not properly managed. To address these challenges, this paper presents ReSCom, a reconfigurable SNN accelerator that leverages stochastic computing to reduce hardware complexity while maintaining stable inference. The proposed architecture employs stochastic arithmetic for multiplication operations in neuron dynamics, while preserving exact fixed-point addition/subtraction operations. This stochastic strategy enables runtime trade-offs between accuracy, latency, and energy consumption. A unified reconfigurable neuron design supports Integrate-and-Fire (IF), Leaky Integrate-and-Fire (LIF),

machinelearningexploration

machinelearningexploration @mlexploration

Jun 12

15. ReSCom: A Reconfigurable Spiking Neural Network Accelerator Using Stochastic Computing PDF: arxiv.org/pdf/2606.13560v1

ResCom SP

ResCom SP @rescomSP

May 27

📍 Paris. La 26ᵉ édition du #RESCOM ouvre ses portes. Les communicants des SDIS de France sont réunis à la Maison des Sapeurs-Pompiers de France pour 3 jours de travail, d’échanges et de réflexion. Une communauté nationale. Des enjeux qui grandissent. 🇫🇷

548

Hakim08

Hakim08 @hakimouttighir

May 27

#RESCOM | Début des 3 jours de conférences, d'échanges et de partage à la Maison des Sapeurs-Pompiers de France. #Paris2026 #RescomExpress

BILD Edmonton Metro

BILD Edmonton Metro

@bildedmonton

Apr 16

Today's luncheon brought out more than 200 people to cover a hot topic in Edmonton: Infill! The region continues to lead in smart growth, with infill supporting affordability, housing diversity, and competitiveness, but it's not without its roadblocks. From new policies to fitting residents' needs, the conversation around infill is changing. Edmonton’s future growth cannot rely on a single solution; it depends on offering diverse housing options, for all kinds of residents, at all kinds of price points. As Sydney Bond put it, "Edmonton’s success has always come from offering choice, not from forcing people into one single housing model. The way we live is evolving, and we have to keep up." Thanks to our wonderful panelists, Paul Lanni, President & CEO of Averton, Sydney Bond, Vice President of Rescom, Nicholas Carels, Vice President of StreetSide Edmonton, and Travis Pawlyk, Branch Manager of Development Services at the City of Edmonton. Thank you to the Presenting Sponsor, Active Homes, Lunch Sponsor, Homes by New Era, Support Sponsor, Whissell Contracting Ltd., Host Bar Sponsor, Select Engineering Consultants Ltd., Dessert Sponsor, SINGH BUILDERS, and Creative Sponsor, MLZ CREATIVE. Stay tuned for the full recap story!

166

ThisisSiBi

ThisisSiBi @ThisIsSibi

Mar 30

Replying to @BALUCIAGA

Medical aid,private security (adt,rescom etc),inverters,potholes….the list is getting longer and longer

583

Criterion Research

Criterion Research

@PipelineFlows

Mar 16

Monday morning U.S. gas market snapshot: Production flat versus Friday. LNG exports up 0.4 Bcf/d to 20.4 Bcf/d. Mexican exports steady at 6.9 Bcf/d. Cold air across the L48 has lifted ResCom and power burns, but the warmup back to spring conditions starts late this week. Want the full analysis? Reach out today! criterionrsch.com #NatGas

2,440

Burkina 24

Burkina 24 @burkina24

Jan 23

🔴 Burkina Faso : Le projet ResCom s’achève avec des résultats probants au profit de 60 000 ménages Plus de détails ici👇🏿👇🏿 burkina24.com/2026/01/23/bur….

Burkina Faso : Le projet ResCom s’achève avec des résultats probants au profit de 60 000 ménages

Après quatre ans et demi de mise en œuvre, le projet Résilience Communautaire dans le secteur agrosylvopastoral (ResCom) arrive à son terme avec des résultats jugés très satisfaisants au profit de 60...

burkina24.com

574

ResCom SP

ResCom SP @rescomSP

Jan 21

#COPIL | Journée de travail du Copil #RESCOM SDIS : ➡️préparation des séminaires RESCOM 2026 et 2027 ➡️travaux sur la conférence et corner RESCOM au @MONDIALSP2026 🤝 Merci à la @FNSPF @EBrocardi @marionfournies @ludomorand pour leur accueil et aide apportée au #RescomSP 🚒

964

Idea&posT

Idea&posT @ideaypost

19 Dec 2025

FACTPOST 89 - Estudio RESCOM - 462 personas – 1er semestre 2023. Para mayor información visítanos en ideaypost.com #IdeayPost #Consultora #Observatorio #PercepciónSocial #ResponsabilidadComunicativa #GestiónEmpresarial #ReputaciónCorporativa #ComDesarrollo