[ME1] Training for Photonic Neural Networks | OECC/PSC 2025

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Session Details

Oral SessionsP2. Photonics for Computing and Deep Learning Applications

[ME1]Training for Photonic Neural Networks

Mon. Jun 30, 2025 11:00 AM - 12:15 PM JST
Mon. Jun 30, 2025 2:00 AM - 3:15 AM UTC

Room E (2F Small Hall)

Presider: Mitsumasa Nakajima (NTT Corporation)

11:00 AM - 11:30 AM JST(2:00 AM - 2:30 AM UTC)Invited

[ME1-1]Photonic Neural Networks Leveraging Novel Computing Operators

○Guangwei Cong (AIST)

11:30 AM - 11:45 AM JST(2:30 AM - 2:45 AM UTC)

[ME1-2]ALoRA: Hardware-Aware Fine Tuning for Photonic Large Neural Networks

○Taichi Taniguchi¹, Mitsumasa Nakajima², Kohei Ikeda³, Toshikazu Hashimoto², Satoshi Kawakami¹ (¹Kyushu Univ., ²NTT Device Technology Laboratories, ³NTT Basic Research Laboratories)

11:45 AM - 12:00 PM JST(2:45 AM - 3:00 AM UTC)

[ME1-3]Mitigating Noise Effects in Photonic Neural Networks Using Adaptive Quantization

○Emilio Paolini¹, Lorenzo De Marinis¹, Peter Seigo Kincaid¹, Luca Valcarenghi¹, Giampiero Contestabile¹, Giannis Roumpos², Miltiadis Moralis-Pegios², Nikos Pleros², Nicola Andriolli³ (¹Scuola Superiore Sant'Anna, ²Aristotle Univ. of Thessaloniki, ³Univ. of Pisa)

12:00 PM - 12:15 PM JST(3:00 AM - 3:15 AM UTC)

[ME1-4]Differentiable Neural Architecture Search for Photonic-Aware Neural Networks

Giovanni Paolini², ○Emilio Paolini¹, Nicola Andriolli², Marco Cococcioni² (¹Scuola Superiore Sant'Anna, ²Universitá di Pisa)

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