JP7562522B2 - スパイキングニューラルネットワーク - Google Patents
スパイキングニューラルネットワーク Download PDFInfo
- Publication number
- JP7562522B2 JP7562522B2 JP2021527165A JP2021527165A JP7562522B2 JP 7562522 B2 JP7562522 B2 JP 7562522B2 JP 2021527165 A JP2021527165 A JP 2021527165A JP 2021527165 A JP2021527165 A JP 2021527165A JP 7562522 B2 JP7562522 B2 JP 7562522B2
- Authority
- JP
- Japan
- Prior art keywords
- network
- synaptic
- neurons
- sub
- spiking
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/049—Temporal neural networks, e.g. delay elements, oscillating neurons or pulsed inputs
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
- G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/088—Non-supervised learning, e.g. competitive learning
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/09—Supervised learning
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biomedical Technology (AREA)
- Biophysics (AREA)
- General Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- Computational Linguistics (AREA)
- Molecular Biology (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Data Mining & Analysis (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Artificial Intelligence (AREA)
- Neurology (AREA)
- Image Analysis (AREA)
- Feedback Control In General (AREA)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| JP2024166746A JP2025013779A (ja) | 2018-11-18 | 2024-09-25 | スパイキングニューラルネットワーク |
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201862768927P | 2018-11-18 | 2018-11-18 | |
| US62/768,927 | 2018-11-18 | ||
| PCT/EP2019/081373 WO2020099583A1 (en) | 2018-11-18 | 2019-11-14 | Spiking neural network |
Related Child Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2024166746A Division JP2025013779A (ja) | 2018-11-18 | 2024-09-25 | スパイキングニューラルネットワーク |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2022507721A JP2022507721A (ja) | 2022-01-18 |
| JP2022507721A5 JP2022507721A5 (https=) | 2022-11-02 |
| JP7562522B2 true JP7562522B2 (ja) | 2024-10-07 |
Family
ID=68583418
Family Applications (4)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2021527165A Active JP7562522B2 (ja) | 2018-11-18 | 2019-11-14 | スパイキングニューラルネットワーク |
| JP2021527142A Active JP7520829B2 (ja) | 2018-11-18 | 2019-11-18 | レジリエントニューラルネットワーク |
| JP2024111113A Pending JP2024160227A (ja) | 2018-11-18 | 2024-07-10 | レジリエントニューラルネットワーク |
| JP2024166746A Pending JP2025013779A (ja) | 2018-11-18 | 2024-09-25 | スパイキングニューラルネットワーク |
Family Applications After (3)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2021527142A Active JP7520829B2 (ja) | 2018-11-18 | 2019-11-18 | レジリエントニューラルネットワーク |
| JP2024111113A Pending JP2024160227A (ja) | 2018-11-18 | 2024-07-10 | レジリエントニューラルネットワーク |
| JP2024166746A Pending JP2025013779A (ja) | 2018-11-18 | 2024-09-25 | スパイキングニューラルネットワーク |
Country Status (6)
| Country | Link |
|---|---|
| US (3) | US20220230051A1 (https=) |
| EP (2) | EP3881241A1 (https=) |
| JP (4) | JP7562522B2 (https=) |
| KR (2) | KR20210124960A (https=) |
| CN (4) | CN120542480A (https=) |
| WO (2) | WO2020099583A1 (https=) |
Families Citing this family (36)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| KR102744306B1 (ko) * | 2018-12-07 | 2024-12-18 | 삼성전자주식회사 | 뉴럴 네트워크를 분할하는 방법 및 뉴로모픽 장치 |
| US20200293860A1 (en) * | 2019-03-11 | 2020-09-17 | Infineon Technologies Ag | Classifying information using spiking neural network |
| US11468276B2 (en) * | 2020-04-16 | 2022-10-11 | Robert Bosch Gmbh | System and method of a monotone operator neural network |
| CN111723726B (zh) * | 2020-06-17 | 2023-09-19 | 苏州大学 | 一种脉冲神经膜系统干燥剂包装袋识别模型的识别方法 |
| US12347421B2 (en) * | 2020-06-25 | 2025-07-01 | PolyN Technology Limited | Sound signal processing using a neuromorphic analog signal processor |
| US20210406661A1 (en) | 2020-06-25 | 2021-12-30 | PolyN Technology Limited | Analog Hardware Realization of Neural Networks |
| US20230368004A1 (en) * | 2020-10-05 | 2023-11-16 | Innatera Nanosystems B.V. | Adaptation of snns through transient synchrony |
| US20220156564A1 (en) * | 2020-11-18 | 2022-05-19 | Micron Technology, Inc. | Routing spike messages in spiking neural networks |
| KR102558169B1 (ko) * | 2020-11-20 | 2023-07-24 | 한국과학기술원 | 신경 발화 데이터 프로파일링 및 컨텐츠 추출을 위한 컴퓨터 시스템, 및 그의 방법 |
| KR20220081782A (ko) | 2020-12-09 | 2022-06-16 | 삼성전자주식회사 | 뉴럴 네트워크를 이용하는 데이터 처리 방법, 데이터 처리 장치 및 이를 포함한 전자 장치 |
| JP7438994B2 (ja) * | 2021-01-07 | 2024-02-27 | 株式会社東芝 | ニューラルネットワーク装置及び学習方法 |
| EP4535238A3 (en) * | 2021-04-16 | 2025-06-25 | Innatera Nanosystems B.V. | Hierarchical reconfigurable multi-segment spiking neural network |
| CN117203946A (zh) * | 2021-04-16 | 2023-12-08 | 诺基亚通信公司 | 用于确定随机接入前导标识符的装置、方法和非瞬态计算机可读介质 |
| US20230004777A1 (en) * | 2021-07-05 | 2023-01-05 | Electronics And Telecommunications Research Institute | Spike neural network apparatus based on multi-encoding and method of operation thereof |
| SE2151099A1 (en) * | 2021-09-03 | 2023-03-04 | IntuiCell AB | A computer-implemented or hardware-implemented method, a computer program product, an apparatus, a transfer function unit and a system for identification or separation of entities |
| US12001529B1 (en) * | 2021-11-05 | 2024-06-04 | Validate Me LLC | Counting machine for manufacturing and validating event-relevant identities via an ensemble network |
| CN116245147B (zh) * | 2021-12-03 | 2025-12-05 | 中国科学院微电子研究所 | 一种脉冲神经网络结构 |
| CN114528983B (zh) * | 2021-12-29 | 2025-08-29 | 北京时代民芯科技有限公司 | 一种脉冲神经元加固电路、加固方法 |
| CN114781597B (zh) * | 2022-03-28 | 2024-09-06 | 华中科技大学 | 面向时间序列预测的漂移脉冲神经网络构建方法及其应用 |
| CN114781575B (zh) * | 2022-04-07 | 2025-04-08 | 华南师范大学 | 一种基于秀丽线虫神经元的全智能小车 |
| KR102845414B1 (ko) * | 2022-05-30 | 2025-08-12 | 한국전자통신연구원 | 스파이크 뉴럴 네트워크 회로 |
| US12579470B2 (en) | 2022-06-24 | 2026-03-17 | Microsoft Technology Licensing, Llc | Systems and methods for distributing layers of special mixture-of-experts machine learning models |
| EP4303766A1 (en) * | 2022-07-07 | 2024-01-10 | Centre national de la recherche scientifique | A neuro-synaptic system for real time processing of trading data and associated computer program |
| CN115496195A (zh) * | 2022-08-08 | 2022-12-20 | 西安电子科技大学 | 基于mzi阵列和fp-sa的光脉冲神经网络实现装置 |
| KR20250051711A (ko) * | 2022-08-16 | 2025-04-17 | 인나테라 나노시스템즈 비.브이. | 재구성 가능한 모듈형 뉴로시냅틱 연산 구조를 위한 시스템 및 방법 |
| US20240086682A1 (en) * | 2022-09-13 | 2024-03-14 | International Business Machines Corporation | Function-based activation of memory tiers |
| CN115421929A (zh) * | 2022-11-04 | 2022-12-02 | 北京大学 | MoE模型训练方法、装置、设备以及存储介质 |
| EP4369032A1 (en) * | 2022-11-09 | 2024-05-15 | VoxelSensors SRL | Optical sensing system |
| US20240221756A1 (en) * | 2022-12-29 | 2024-07-04 | Intel Corporation | End-to-end neuromorphic acoustic processing |
| CN116757256B (zh) * | 2023-06-06 | 2026-02-13 | 深圳时识科技有限公司 | 带通滤波方法及装置、芯片及电子设备 |
| CN117077746B (zh) * | 2023-08-25 | 2025-08-05 | 南京大学 | 基于二值权重的脉冲神经网络的无监督片上学习系统 |
| US20250232162A1 (en) * | 2024-01-16 | 2025-07-17 | Huawei Technologies Co., Ltd. | Method and apparatus for improved generative ai models |
| CN117688992B (zh) * | 2024-02-01 | 2024-06-04 | 之江实验室 | 神经元计算机操作系统的资源映射方法和装置 |
| CN118096500B (zh) * | 2024-03-15 | 2024-09-13 | 山东科技大学 | 基于多稳态耦合神经网络动力学特性的图像储存方法及系统 |
| KR102945523B1 (ko) * | 2024-10-04 | 2026-03-30 | 고려대학교 세종산학협력단 | 단기 기억 시냅스 소자를 활용한 대역 통과 필터 |
| CN120134326B (zh) * | 2025-05-13 | 2025-07-15 | 江苏智慧工场技术研究院有限公司 | 一种控制双轮机器人直线行走的方法和系统 |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2013065336A (ja) | 2012-11-22 | 2013-04-11 | Canon Inc | 情報処理方法、情報処理装置 |
| JP2016539407A (ja) | 2013-10-29 | 2016-12-15 | クゥアルコム・インコーポレイテッドQualcomm Incorporated | 因果顕著性時間推論 |
| US20170236027A1 (en) | 2016-02-16 | 2017-08-17 | Brainchip Inc. | Intelligent biomorphic system for pattern recognition with autonomous visual feature extraction |
| US20170316310A1 (en) | 2015-03-18 | 2017-11-02 | Hrl Laboratories, Llc | System and method for decoding spiking reservoirs with continuous synaptic plasticity |
Family Cites Families (42)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2810202B2 (ja) | 1990-04-25 | 1998-10-15 | 株式会社日立製作所 | ニューラルネットワークによる情報処理装置 |
| JP3560670B2 (ja) * | 1995-02-06 | 2004-09-02 | 富士通株式会社 | 適応的認識システム |
| US8606732B2 (en) * | 2010-08-04 | 2013-12-10 | Qualcomm Incorporated | Methods and systems for reward-modulated spike-timing-dependent-plasticity |
| US8942466B2 (en) * | 2010-08-26 | 2015-01-27 | Brain Corporation | Sensory input processing apparatus and methods |
| US20120084240A1 (en) * | 2010-09-30 | 2012-04-05 | International Business Machines Corporation | Phase change memory synaptronic circuit for spiking computation, association and recall |
| US8515885B2 (en) * | 2010-10-29 | 2013-08-20 | International Business Machines Corporation | Neuromorphic and synaptronic spiking neural network with synaptic weights learned using simulation |
| US8856055B2 (en) * | 2011-04-08 | 2014-10-07 | International Business Machines Corporation | Reconfigurable and customizable general-purpose circuits for neural networks |
| US9047568B1 (en) * | 2012-09-20 | 2015-06-02 | Brain Corporation | Apparatus and methods for encoding of sensory data using artificial spiking neurons |
| US9147156B2 (en) * | 2011-09-21 | 2015-09-29 | Qualcomm Technologies Inc. | Apparatus and methods for synaptic update in a pulse-coded network |
| US9460387B2 (en) * | 2011-09-21 | 2016-10-04 | Qualcomm Technologies Inc. | Apparatus and methods for implementing event-based updates in neuron networks |
| US8725662B2 (en) * | 2011-09-21 | 2014-05-13 | Brain Corporation | Apparatus and method for partial evaluation of synaptic updates based on system events |
| US9159020B2 (en) | 2012-09-14 | 2015-10-13 | International Business Machines Corporation | Multiplexing physical neurons to optimize power and area |
| US9189730B1 (en) * | 2012-09-20 | 2015-11-17 | Brain Corporation | Modulated stochasticity spiking neuron network controller apparatus and methods |
| EP2973240A4 (en) * | 2013-03-15 | 2017-09-27 | HRL Laboratories, LLC | Neural network and method of programming |
| US9558443B2 (en) * | 2013-08-02 | 2017-01-31 | International Business Machines Corporation | Dual deterministic and stochastic neurosynaptic core circuit |
| US10095718B2 (en) * | 2013-10-16 | 2018-10-09 | University Of Tennessee Research Foundation | Method and apparatus for constructing a dynamic adaptive neural network array (DANNA) |
| US20150170027A1 (en) * | 2013-12-13 | 2015-06-18 | Qualcomm Incorporated | Neuronal diversity in spiking neural networks and pattern classification |
| US20150242745A1 (en) * | 2014-02-21 | 2015-08-27 | Qualcomm Incorporated | Event-based inference and learning for stochastic spiking bayesian networks |
| US20150269485A1 (en) * | 2014-03-24 | 2015-09-24 | Qualcomm Incorporated | Cold neuron spike timing back-propagation |
| US10006978B2 (en) * | 2014-05-30 | 2018-06-26 | Leidos Innovations Technology, Inc. | Method and system for signal processing |
| US9990580B2 (en) | 2015-03-13 | 2018-06-05 | International Business Machines Corporation | Neuromorphic synapses |
| US9971965B2 (en) * | 2015-03-18 | 2018-05-15 | International Business Machines Corporation | Implementing a neural network algorithm on a neurosynaptic substrate based on metadata associated with the neural network algorithm |
| US9984323B2 (en) * | 2015-03-26 | 2018-05-29 | International Business Machines Corporation | Compositional prototypes for scalable neurosynaptic networks |
| CN106250981B (zh) * | 2015-06-10 | 2022-04-01 | 三星电子株式会社 | 减少存储器访问和网络内带宽消耗的脉冲神经网络 |
| US11157800B2 (en) * | 2015-07-24 | 2021-10-26 | Brainchip, Inc. | Neural processor based accelerator system and method |
| KR20170025715A (ko) * | 2015-08-31 | 2017-03-08 | 에스케이하이닉스 주식회사 | 시냅스 및 이를 포함하는 뉴로모픽 장치 |
| US10733500B2 (en) * | 2015-10-21 | 2020-08-04 | International Business Machines Corporation | Short-term memory using neuromorphic hardware |
| CN105404902B (zh) * | 2015-10-27 | 2019-02-05 | 清华大学 | 基于脉冲神经网络的图像特征描述和记忆方法 |
| US10460237B2 (en) * | 2015-11-30 | 2019-10-29 | International Business Machines Corporation | Neuron-centric local learning rate for artificial neural networks to increase performance, learning rate margin, and reduce power consumption |
| CN105719000B (zh) * | 2016-01-21 | 2018-02-16 | 广西师范大学 | 一种神经元硬件装置及用这种装置模拟脉冲神经网络的方法 |
| US11157798B2 (en) * | 2016-02-12 | 2021-10-26 | Brainchip, Inc. | Intelligent autonomous feature extraction system using two hardware spiking neutral networks with spike timing dependent plasticity |
| KR102399548B1 (ko) * | 2016-07-13 | 2022-05-19 | 삼성전자주식회사 | 뉴럴 네트워크를 위한 방법 및 그 방법을 수행하는 장치 |
| US10671912B2 (en) * | 2016-09-13 | 2020-06-02 | Sap Se | Spatio-temporal spiking neural networks in neuromorphic hardware systems |
| US10338629B2 (en) * | 2016-09-22 | 2019-07-02 | International Business Machines Corporation | Optimizing neurosynaptic networks |
| EP3324343A1 (en) * | 2016-11-21 | 2018-05-23 | Centre National de la Recherche Scientifique | Unsupervised detection of repeating patterns in a series of events |
| US10885425B2 (en) * | 2016-12-20 | 2021-01-05 | Intel Corporation | Network traversal using neuromorphic instantiations of spike-time-dependent plasticity |
| US11151441B2 (en) * | 2017-02-08 | 2021-10-19 | Brainchip, Inc. | System and method for spontaneous machine learning and feature extraction |
| CN107092959B (zh) * | 2017-04-07 | 2020-04-10 | 武汉大学 | 基于stdp非监督学习算法的脉冲神经网络模型构建方法 |
| US10878313B2 (en) * | 2017-05-02 | 2020-12-29 | Intel Corporation | Post synaptic potential-based learning rule |
| US20200272883A1 (en) * | 2017-12-19 | 2020-08-27 | Intel Coporation | Reward-based updating of synpatic weights with a spiking neural network |
| US11423312B2 (en) * | 2018-05-14 | 2022-08-23 | Samsung Electronics Co., Ltd | Method and apparatus for universal pruning and compression of deep convolutional neural networks under joint sparsity constraints |
| WO2020049541A1 (en) * | 2018-09-09 | 2020-03-12 | Gore Mihir Ratnakar | A neuromorphic computing system |
-
2019
- 2019-11-14 US US17/294,430 patent/US20220230051A1/en active Pending
- 2019-11-14 KR KR1020217016977A patent/KR20210124960A/ko not_active Ceased
- 2019-11-14 JP JP2021527165A patent/JP7562522B2/ja active Active
- 2019-11-14 WO PCT/EP2019/081373 patent/WO2020099583A1/en not_active Ceased
- 2019-11-14 CN CN202510624575.9A patent/CN120542480A/zh active Pending
- 2019-11-14 CN CN201980088638.6A patent/CN113287122B/zh active Active
- 2019-11-14 EP EP19805259.9A patent/EP3881241A1/en active Pending
- 2019-11-18 CN CN202510680826.5A patent/CN120494009A/zh active Pending
- 2019-11-18 EP EP19805656.6A patent/EP3881246A2/en active Pending
- 2019-11-18 JP JP2021527142A patent/JP7520829B2/ja active Active
- 2019-11-18 KR KR1020217016976A patent/KR20210127133A/ko not_active Ceased
- 2019-11-18 WO PCT/EP2019/081662 patent/WO2020099680A2/en not_active Ceased
- 2019-11-18 US US17/294,697 patent/US12380320B2/en active Active
- 2019-11-18 CN CN201980084907.1A patent/CN113272828B/zh active Active
-
2024
- 2024-07-10 JP JP2024111113A patent/JP2024160227A/ja active Pending
- 2024-09-25 JP JP2024166746A patent/JP2025013779A/ja active Pending
-
2025
- 2025-06-20 US US19/243,812 patent/US20260017500A1/en active Pending
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2013065336A (ja) | 2012-11-22 | 2013-04-11 | Canon Inc | 情報処理方法、情報処理装置 |
| JP2016539407A (ja) | 2013-10-29 | 2016-12-15 | クゥアルコム・インコーポレイテッドQualcomm Incorporated | 因果顕著性時間推論 |
| US20170316310A1 (en) | 2015-03-18 | 2017-11-02 | Hrl Laboratories, Llc | System and method for decoding spiking reservoirs with continuous synaptic plasticity |
| US20170236027A1 (en) | 2016-02-16 | 2017-08-17 | Brainchip Inc. | Intelligent biomorphic system for pattern recognition with autonomous visual feature extraction |
Also Published As
| Publication number | Publication date |
|---|---|
| US12380320B2 (en) | 2025-08-05 |
| JP2022507721A (ja) | 2022-01-18 |
| EP3881246A2 (en) | 2021-09-22 |
| WO2020099680A2 (en) | 2020-05-22 |
| JP7520829B2 (ja) | 2024-07-23 |
| CN113287122B (zh) | 2025-06-06 |
| CN113272828A (zh) | 2021-08-17 |
| US20220230051A1 (en) | 2022-07-21 |
| JP2022509618A (ja) | 2022-01-21 |
| JP2025013779A (ja) | 2025-01-28 |
| US20260017500A1 (en) | 2026-01-15 |
| WO2020099680A3 (en) | 2020-07-23 |
| WO2020099583A1 (en) | 2020-05-22 |
| JP2024160227A (ja) | 2024-11-13 |
| KR20210127133A (ko) | 2021-10-21 |
| KR20210124960A (ko) | 2021-10-15 |
| CN113287122A (zh) | 2021-08-20 |
| CN120494009A (zh) | 2025-08-15 |
| CN113272828B (zh) | 2025-06-17 |
| EP3881241A1 (en) | 2021-09-22 |
| CN120542480A (zh) | 2025-08-26 |
| US20220012564A1 (en) | 2022-01-13 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP7562522B2 (ja) | スパイキングニューラルネットワーク | |
| CN113313240B (zh) | 计算设备及电子设备 | |
| Wang et al. | Neuromorphic hardware architecture using the neural engineering framework for pattern recognition | |
| US6009418A (en) | Method and apparatus for neural networking using semantic attractor architecture | |
| US11615298B2 (en) | STDP with synaptic fatigue for learning of spike-time-coded patterns in the presence of parallel rate-coding | |
| Forno et al. | Spike encoding techniques for IoT time-varying signals benchmarked on a neuromorphic classification task | |
| CN102906767B (zh) | 用于时空联合存储器的标准尖峰神经网络 | |
| CN106663221B (zh) | 由知识图谱偏置的数据分类 | |
| US7054850B2 (en) | Apparatus and method for detecting or recognizing pattern by employing a plurality of feature detecting elements | |
| Tavanaei et al. | Bio-inspired multi-layer spiking neural network extracts discriminative features from speech signals | |
| WO2023284142A1 (zh) | 脉冲神经网络中神经元的信号处理方法及该网络训练方法 | |
| US20170286828A1 (en) | Cognitive Neural Architecture and Associated Neural Network Implementations | |
| WO2019125421A1 (en) | Feedback signaling to facilitate data classification functionality of a spiking neural network | |
| Jie et al. | Anytime recognition with routing convolutional networks | |
| US10902311B2 (en) | Regularization of neural networks | |
| US11080592B2 (en) | Neuromorphic architecture for feature learning using a spiking neural network | |
| Weidel et al. | Wavesense: Efficient temporal convolutions with spiking neural networks for keyword spotting | |
| CN116663623B (zh) | 类脑突触学习方法及类脑技术的神经形态硬件系统 | |
| JP2016537712A (ja) | シナプス遅延を動的に割り当てることおおよび検査すること | |
| KRYVORUCHKO et al. | Usage of neural networks in image recognition | |
| US20230351165A1 (en) | Method for operating neural network | |
| Wu et al. | Practical Guidelines for Spiking Neural Networks | |
| EP4604014A1 (en) | Neural network architecture | |
| Deng et al. | Adversarial multi-label prediction for spoken and visual signal tagging | |
| Peralta et al. | Extreme Learning Layer: A Boost for Spoken Digit Recognition with Spiking Neural Networks |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20210721 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20221025 |
|
| A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20221025 |
|
| RD02 | Notification of acceptance of power of attorney |
Free format text: JAPANESE INTERMEDIATE CODE: A7422 Effective date: 20230131 |
|
| A977 | Report on retrieval |
Free format text: JAPANESE INTERMEDIATE CODE: A971007 Effective date: 20230925 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20231003 |
|
| A601 | Written request for extension of time |
Free format text: JAPANESE INTERMEDIATE CODE: A601 Effective date: 20231221 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20240329 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20240611 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20240816 |
|
| TRDD | Decision of grant or rejection written | ||
| A01 | Written decision to grant a patent or to grant a registration (utility model) |
Free format text: JAPANESE INTERMEDIATE CODE: A01 Effective date: 20240827 |
|
| A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20240925 |
|
| R150 | Certificate of patent or registration of utility model |
Ref document number: 7562522 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R150 |