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PRODID:Linklings LLC
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TZID:America/Los_Angeles
X-LIC-LOCATION:America/Los_Angeles
BEGIN:DAYLIGHT
TZOFFSETFROM:-0800
TZOFFSETTO:-0700
TZNAME:PDT
DTSTART:19700308T020000
RRULE:FREQ=YEARLY;BYMONTH=3;BYDAY=2SU
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TZOFFSETFROM:-0700
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DTSTART:19701101T020000
RRULE:FREQ=YEARLY;BYMONTH=11;BYDAY=1SU
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BEGIN:VEVENT
DTSTAMP:20240626T180002Z
LOCATION:3006\, 3rd Floor
DTSTART;TZID=America/Los_Angeles:20240626T153000
DTEND;TZID=America/Los_Angeles:20240626T173000
UID:dac_DAC 2024_sess179@linklings.com
SUMMARY:Emerging Technologies for Energy-efficient Neuromorphic Edge Compu
 ting
DESCRIPTION:Special Session (Research)\n\nThis special session aims to dis
 cuss various approaches to neuromorphic computing for edge AI applications
  focusing on emerging technologies, novel architectures and sensing modali
 ties to enhance perception. We will have an introductory tutorial dedicate
 d to current strategies to achieve low-power computing at the Edge based o
 n CMOS and post-CMOS technologies. Then, we will focus on limitations of c
 urrent solutions and introduce four di&#64256;erent strategies to overcome such l
 imitations in the remaining talks. These talks are related to four Europea
 n projects funded under the same call entitled “Ultra-low-power,\nsecure p
 rocessors for edge computing”. These projects aiming at reducing by two or
 ders of magnitude current energy consumptions and with budgets between 8 a
 nd 10 million Euros gather a large number of academic and industrial key E
 uropean players on computing technologies. The second talk discusses desig
 n strategies in the CONVOLVE project for SoCs dedicated to edge AI applica
 tions by taking a holistic approach to design space exploration. Trade-o&#64256;s
  tackling the whole tool chain will be presented to achieve substantial im
 provements in energy consumptions. The third talk discusses the neuromorph
 ic approach taken in the NimbleAI project combining a vertebrate eye-inspi
 red foveated DVS chip\ncoupled with an insect eye-inspired microlens array
  to sense and process light fields at di&#64256;erent resolutions with minimal la
 tency and energy consumption. The final talk discusses the development of 
 neuromorphic accelerators based on integrated photonics in the NEUROPULS p
 roject. Photonic architectures leveraging phase-change and III-V materials
  for neuromorphic computing will be presented. We expect this session to f
 oster opportunities to link these initiatives at the EU level with similar
  initiatives worldwide.\n\nInvited: Neuromorphic Vision Modalities in the 
 NimbleAI 3D Chip\n\nThis talk will discuss the neuromorphic approach in Ni
 mbleAI project combining a vertebrate eye-inspired foveated DVS chip coupl
 ed with an insect eye-inspired microlens array to sense and process light 
 fields at different resolution levels with minimal latency and energy cons
 umption. This sensor enc...\n\n\nXabier Iturbe (Ikerlan Technology Centre)
 \n---------------------\nInvited: Chip Technology and Computing for Edge-A
 I Devices: the Need of New Mind Set to Sustain the Future\n\nThis tutorial
  overview discusses today’s chip technology and computer hardware/architec
 tures for Neuromorphic Processing, and highlights their limitations, makin
 g them unsuitable to enable many emerging/evolving energy-constrained appl
 ications such as edge-AI. The talk will cover both the devi...\n\n\nSaid H
 amdioui (Delft University of Technology)\n---------------------\nInvited: 
 Neuromorphic Architectures Based on Augmented Silicon Photonics Platforms\
 n\nIn this talk we will discuss our vision for the development of neuromor
 phic accelerators based on integrated photonic technologies within the fra
 mework of the Horizon Europe NEUROPULS project. Photonic architectures tha
 t leverage phase-change and III-V materials for neuromorphic computing wil
 l be pr...\n\n\nFabio Pavanello (CROMA / CNRS)\n---------------------\nInv
 ited: Achieving PetaOps/W Edge-AI Processing\n\nWith the rise of DL, our w
 orld braces for AI in every edge device, creating an urgent need for edge-
 AI SoCs. These SoCs need to support high throughput and energy-efficient p
 rocessing, with a short time to market and at least 100 times more energy-
 efficient while offering sufficient flexibility and ...\n\n\nHenk Corporaa
 l (Eindhoven University of Technology)\n\nTopic: Design\n\nSession Chair: 
 Elena Ioana Vatajelu (TIMA Laboratory)
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