JP2019164793A - ディープニューラルネットワークの動的適応 - Google Patents

ディープニューラルネットワークの動的適応 Download PDF

Info

Publication number
JP2019164793A
JP2019164793A JP2019051636A JP2019051636A JP2019164793A JP 2019164793 A JP2019164793 A JP 2019164793A JP 2019051636 A JP2019051636 A JP 2019051636A JP 2019051636 A JP2019051636 A JP 2019051636A JP 2019164793 A JP2019164793 A JP 2019164793A
Authority
JP
Japan
Prior art keywords
weights
dnn
layer
machine learning
weight
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.)
Withdrawn
Application number
JP2019051636A
Other languages
English (en)
Japanese (ja)
Other versions
JP2019164793A5 (https=
Inventor
チャイ セク
Sek Meng Chai
チャイ セク
ナダムニ ラガバン アスウィン
Nadamuni Raghavan Aswin
ナダムニ ラガバン アスウィン
パラジュリ サムヤック
Parajuli Samyak
パラジュリ サムヤック
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
SRI International Inc
Original Assignee
SRI International Inc
Stanford Research Institute
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Priority claimed from US16/133,446 external-priority patent/US11429862B2/en
Application filed by SRI International Inc, Stanford Research Institute filed Critical SRI International Inc
Publication of JP2019164793A publication Critical patent/JP2019164793A/ja
Publication of JP2019164793A5 publication Critical patent/JP2019164793A5/ja
Priority to JP2022001150A priority Critical patent/JP2022066192A/ja
Priority to JP2024009579A priority patent/JP7725628B2/ja
Withdrawn legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • G06N3/0442Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0464Convolutional networks [CNN, ConvNet]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0495Quantised networks; Sparse networks; Compressed networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/06Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/0985Hyperparameter optimisation; Meta-learning; Learning-to-learn

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)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Neurology (AREA)
  • Machine Translation (AREA)
JP2019051636A 2018-03-19 2019-03-19 ディープニューラルネットワークの動的適応 Withdrawn JP2019164793A (ja)

Priority Applications (2)

Application Number Priority Date Filing Date Title
JP2022001150A JP2022066192A (ja) 2018-03-19 2022-01-06 ディープニューラルネットワークの動的適応
JP2024009579A JP7725628B2 (ja) 2018-03-19 2024-01-25 ディープニューラルネットワークの動的適応

Applications Claiming Priority (6)

Application Number Priority Date Filing Date Title
US201862644715P 2018-03-19 2018-03-19
US62/644,715 2018-03-19
US201862645358P 2018-03-20 2018-03-20
US62/645,358 2018-03-20
US16/133,446 US11429862B2 (en) 2018-03-20 2018-09-17 Dynamic adaptation of deep neural networks
US16/133,446 2018-09-17

Related Child Applications (1)

Application Number Title Priority Date Filing Date
JP2022001150A Division JP2022066192A (ja) 2018-03-19 2022-01-06 ディープニューラルネットワークの動的適応

Publications (2)

Publication Number Publication Date
JP2019164793A true JP2019164793A (ja) 2019-09-26
JP2019164793A5 JP2019164793A5 (https=) 2020-11-26

Family

ID=65904040

Family Applications (3)

Application Number Title Priority Date Filing Date
JP2019051636A Withdrawn JP2019164793A (ja) 2018-03-19 2019-03-19 ディープニューラルネットワークの動的適応
JP2022001150A Withdrawn JP2022066192A (ja) 2018-03-19 2022-01-06 ディープニューラルネットワークの動的適応
JP2024009579A Active JP7725628B2 (ja) 2018-03-19 2024-01-25 ディープニューラルネットワークの動的適応

Family Applications After (2)

Application Number Title Priority Date Filing Date
JP2022001150A Withdrawn JP2022066192A (ja) 2018-03-19 2022-01-06 ディープニューラルネットワークの動的適応
JP2024009579A Active JP7725628B2 (ja) 2018-03-19 2024-01-25 ディープニューラルネットワークの動的適応

Country Status (3)

Country Link
EP (1) EP3543917B1 (https=)
JP (3) JP2019164793A (https=)
KR (1) KR102329590B1 (https=)

Cited By (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP6992864B1 (ja) 2020-09-28 2022-01-13 沖電気工業株式会社 ニューラルネットワーク軽量化装置、ニューラルネットワーク軽量化方法およびプログラム
JP2022066192A (ja) * 2018-03-19 2022-04-28 エスアールアイ インターナショナル ディープニューラルネットワークの動的適応
JP7187065B1 (ja) 2021-06-25 2022-12-12 株式会社モルフォ 計算手法決定システム、計算手法決定方法、及び、計算手法決定プログラム
WO2023120205A1 (ja) 2021-12-24 2023-06-29 ソニーセミコンダクタソリューションズ株式会社 推論装置、推論方法及び推論プログラム
JP2023550690A (ja) * 2020-10-23 2023-12-05 維沃移動通信有限公司 通信情報の送信、受信方法及び通信機器
US11899765B2 (en) 2019-12-23 2024-02-13 Dts Inc. Dual-factor identification system and method with adaptive enrollment
US12033068B2 (en) 2018-06-22 2024-07-09 Advanced New Technologies Co., Ltd. Method and device for cash advance recognition
JP2025513676A (ja) * 2022-02-28 2025-04-30 クゥアルコム・インコーポレイテッド マルチプロセッサコンピューティングデバイス内で機械学習演算を実行するための適応スケジューリング
US12321836B2 (en) 2020-02-21 2025-06-03 Actapio, Inc. Learning device, learning method, learning program, evaluation device, evaluation method, and evaluation program
US12619869B2 (en) 2021-09-09 2026-05-05 Actapio, Inc. Learning apparatus, learning method, and a non-transitory computer-readable storage medium

Families Citing this family (83)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018125928A1 (en) 2016-12-29 2018-07-05 DeepScale, Inc. Multi-channel sensor simulation for autonomous control systems
WO2018176000A1 (en) 2017-03-23 2018-09-27 DeepScale, Inc. Data synthesis for autonomous control systems
US11893393B2 (en) 2017-07-24 2024-02-06 Tesla, Inc. Computational array microprocessor system with hardware arbiter managing memory requests
US11157441B2 (en) 2017-07-24 2021-10-26 Tesla, Inc. Computational array microprocessor system using non-consecutive data formatting
US11409692B2 (en) 2017-07-24 2022-08-09 Tesla, Inc. Vector computational unit
US10671349B2 (en) 2017-07-24 2020-06-02 Tesla, Inc. Accelerated mathematical engine
US12307350B2 (en) 2018-01-04 2025-05-20 Tesla, Inc. Systems and methods for hardware-based pooling
US11561791B2 (en) 2018-02-01 2023-01-24 Tesla, Inc. Vector computational unit receiving data elements in parallel from a last row of a computational array
US11429862B2 (en) 2018-03-20 2022-08-30 Sri International Dynamic adaptation of deep neural networks
US11215999B2 (en) 2018-06-20 2022-01-04 Tesla, Inc. Data pipeline and deep learning system for autonomous driving
US11361457B2 (en) 2018-07-20 2022-06-14 Tesla, Inc. Annotation cross-labeling for autonomous control systems
US11636333B2 (en) 2018-07-26 2023-04-25 Tesla, Inc. Optimizing neural network structures for embedded systems
US11562231B2 (en) 2018-09-03 2023-01-24 Tesla, Inc. Neural networks for embedded devices
KR20250078625A (ko) 2018-10-11 2025-06-02 테슬라, 인크. 증강 데이터로 기계 모델을 훈련하기 위한 시스템 및 방법
US11196678B2 (en) 2018-10-25 2021-12-07 Tesla, Inc. QOS manager for system on a chip communications
WO2020102888A1 (en) * 2018-11-19 2020-05-28 Tandemlaunch Inc. System and method for automated precision configuration for deep neural networks
US11816585B2 (en) 2018-12-03 2023-11-14 Tesla, Inc. Machine learning models operating at different frequencies for autonomous vehicles
US11537811B2 (en) 2018-12-04 2022-12-27 Tesla, Inc. Enhanced object detection for autonomous vehicles based on field view
US11610117B2 (en) 2018-12-27 2023-03-21 Tesla, Inc. System and method for adapting a neural network model on a hardware platform
US10997461B2 (en) 2019-02-01 2021-05-04 Tesla, Inc. Generating ground truth for machine learning from time series elements
US11150664B2 (en) 2019-02-01 2021-10-19 Tesla, Inc. Predicting three-dimensional features for autonomous driving
US11567514B2 (en) 2019-02-11 2023-01-31 Tesla, Inc. Autonomous and user controlled vehicle summon to a target
US10956755B2 (en) 2019-02-19 2021-03-23 Tesla, Inc. Estimating object properties using visual image data
US11657118B2 (en) * 2019-05-23 2023-05-23 Google Llc Systems and methods for learning effective loss functions efficiently
CN112668362B (zh) * 2019-10-15 2023-06-16 浙江中正智能科技有限公司 一种动态优化类代理的人证比对模型训练方法
CN114556380B (zh) * 2019-10-17 2026-01-30 富士通株式会社 机器学习程序、机器学习方法以及机器学习装置
US11775611B2 (en) 2019-11-01 2023-10-03 Samsung Electronics Co., Ltd. Piecewise quantization for neural networks
CN111079523B (zh) * 2019-11-05 2024-05-14 北京迈格威科技有限公司 物体检测方法、装置、计算机设备和存储介质
CN112784954B (zh) * 2019-11-08 2025-07-29 华为技术有限公司 确定神经网络的方法和装置
US11836490B2 (en) * 2019-11-14 2023-12-05 Nvidia Corporation Kernel coefficient quantization
US12039430B2 (en) * 2019-11-15 2024-07-16 Samsung Electronics Co., Ltd. Electronic device and method for inference binary and ternary neural networks
CN110942094B (zh) * 2019-11-26 2022-04-01 电子科技大学 一种基于范数的对抗性样本检测分类方法
WO2021112335A1 (ko) * 2019-12-06 2021-06-10 주식회사 애자일소다 생성적 적대 신경망 기반의 분류 시스템 및 방법
KR102093080B1 (ko) * 2019-12-06 2020-04-27 주식회사 애자일소다 레이블 데이터 및 비레이블 데이터를 이용한 생성적 적대 신경망 기반의 분류 시스템 및 방법
CN112926174B (zh) * 2019-12-06 2024-07-09 富益成科技有限公司 电池智能分流的控制方法及系统
US11551145B2 (en) 2020-02-05 2023-01-10 International Business Machines Corporation Performance based switching of a model training process
WO2021158225A1 (en) * 2020-02-06 2021-08-12 Hewlett-Packard Development Company, L.P. Controlling machine learning model structures
CN111399933B (zh) * 2020-02-11 2022-05-31 福建师范大学 一种边缘-云混合计算环境下的dnn任务卸载方法及终端
US11586932B2 (en) 2020-03-10 2023-02-21 International Business Machines Corporation Model training with variable batch sizing and gradient checkpoint segments
CN111401430B (zh) * 2020-03-12 2022-04-01 四川大学 一种基于双通道深度神经网络的图像在线分类方法
US20230093630A1 (en) * 2020-03-17 2023-03-23 Interdigital Ce Patent Holdings System and method for adapting to changing constraints
KR102488281B1 (ko) * 2020-03-30 2023-01-13 주식회사 모빌린트 인공신경망의 활성값 및 가중값의 정밀도를 적응적으로 제어하는 방법 및 그 장치
CN113688851B (zh) * 2020-05-18 2023-09-15 华为云计算技术有限公司 数据标注方法和装置和精细粒度识别方法和装置
US12015526B2 (en) * 2020-05-26 2024-06-18 Synopsys, Inc. Mixed-precision neural networks
KR102831990B1 (ko) * 2020-06-11 2025-07-10 울산과학기술원 이기종 그래픽 프로세서 유닛 클러스터를 이용한 마이크로서비스 기반의 트레이닝 시스템 및 그 동작 방법
CN111738419B (zh) * 2020-06-19 2024-01-12 北京百度网讯科技有限公司 神经网络模型的量化方法和装置
CN111783957B (zh) * 2020-07-02 2024-05-03 厦门美图之家科技有限公司 模型量化训练方法、装置、机器可读存储介质及电子设备
CN111831354B (zh) * 2020-07-09 2023-05-16 北京灵汐科技有限公司 数据精度配置方法、装置、芯片、芯片阵列、设备及介质
US12591771B2 (en) 2020-09-29 2026-03-31 Qualcomm Incorporated Dynamic quantization for energy efficient deep learning
WO2022081260A1 (en) 2020-10-16 2022-04-21 Starkey Laboratories, Inc. Hearing device with dynamic neural networks for sound enhancement
US12488249B2 (en) * 2020-10-20 2025-12-02 Samsung Electronics Co., Ltd. Secure, accurate and fast neural network inference by replacing at least one non-linear activation channel
CN112311488A (zh) * 2020-11-05 2021-02-02 上海应用技术大学 基于小波分解的频谱感知方法
US12159238B2 (en) 2020-12-10 2024-12-03 International Business Machines Corporation Automated machine learning model selection
GB2602294B (en) * 2020-12-22 2024-05-29 Imagination Tech Ltd Compressing a set of coefficients for subsequent use in a neural network
US20220253713A1 (en) * 2021-02-05 2022-08-11 Google Llc Training neural networks using layer-wise losses
KR102314864B1 (ko) * 2021-03-29 2021-10-19 주식회사 리트빅 차량운전 상태정보를 이용한 에지 딥러닝 기반의 차량 안전운전 시스템
KR20220147398A (ko) * 2021-04-27 2022-11-03 삼성전자주식회사 인공 지능 모델에 기반하여 데이터를 처리하는 전자 장치 및 그 동작 방법
CN113761787B (zh) * 2021-07-19 2024-08-02 中南大学 基于深度迁移网络的高炉铁水硅含量在线预测方法及系统
WO2023023265A1 (en) 2021-08-19 2023-02-23 Tesla, Inc. Vision-based system training with simulated content
US12462575B2 (en) 2021-08-19 2025-11-04 Tesla, Inc. Vision-based machine learning model for autonomous driving with adjustable virtual camera
KR102590993B1 (ko) * 2021-09-03 2023-10-19 한국전자기술연구원 적응형 배치 프로세싱 방법 및 시스템
CN113872873B (zh) * 2021-09-29 2023-05-02 西安交通大学 一种适合5g新应用的多场景跨层拥塞控制方法
CN114037055A (zh) * 2021-11-05 2022-02-11 北京市商汤科技开发有限公司 数据处理系统、方法、装置、设备及存储介质
CN114118384B (zh) * 2021-12-09 2024-06-04 安谋科技(中国)有限公司 神经网络模型的量化方法、可读介质和电子设备
US20250159177A1 (en) * 2022-02-18 2025-05-15 Intellectual Discovery Co., Ltd. Feature map compression method and apparatus
WO2023184359A1 (en) * 2022-03-31 2023-10-05 Qualcomm Incorporated System and method for image processing using mixed inference precision
CN114861654B (zh) * 2022-03-31 2025-02-14 合肥伴学虎科技有限公司 一种中文文本中基于词性融合的对抗训练的防御方法
CN115131858B (zh) * 2022-06-27 2025-11-18 合肥的卢深视科技有限公司 模型训练方法、人脸识别方法、电子设备及存储介质
WO2024063524A1 (ko) * 2022-09-21 2024-03-28 엘지전자 주식회사 무선 통신 시스템에서 온라인 학습을 수행하기 위한 장치 및 방법
CN116451824B (zh) * 2022-12-16 2024-08-20 西北工业大学 一种基于神经网络和蜜罐优化的光伏功率预测方法
WO2024155015A1 (ko) * 2023-01-18 2024-07-25 삼성전자 주식회사 영상 복호화 방법 및 장치, 및 영상 부호화 방법 및 장치
CN116381536B (zh) * 2023-03-07 2024-03-19 华中科技大学 一种基于回归元学习的锂电池健康状态预测的方法及系统
CN116129249B (zh) * 2023-04-04 2023-07-07 上海燧原科技有限公司 一种图像处理方法、装置、电子设备和存储介质
CN121195482A (zh) 2023-05-11 2025-12-23 欧摩威德国有限公司 用于无线电接入网络的高级模型适配的方法
CN116451757B (zh) * 2023-06-19 2023-09-08 山东浪潮科学研究院有限公司 一种神经网络模型的异构加速方法、装置、设备及介质
CN117033733B (zh) * 2023-10-09 2023-12-22 北京民谐文化传播有限公司 图书馆资源的智能自动分类与标签生成系统及方法
US20250148277A1 (en) * 2023-11-03 2025-05-08 Dell Products L.P. Entropy-based online learning with active sparse layer update for on-device training with resource-constrained devices
CN118196514B (zh) * 2024-03-25 2024-10-01 东营市人民医院 医疗影像识别模型生成方法及系统
WO2026032725A1 (en) 2024-08-07 2026-02-12 Aumovio Germany Gmbh Method of model associated ml condition matching
CN119004468B (zh) * 2024-10-24 2025-02-11 浙江君同智能科技有限责任公司 基于生成对抗网络数据解耦的数据平衡去毒方法
CN119741543B (zh) * 2024-12-10 2025-12-02 重庆邮电大学 一种用于物联网cnn推理的双支路模型训练方法
CN120277469B (zh) * 2025-04-01 2025-08-22 西北大学 一种基于参数融合的地层总有机碳预测方法
CN120454204B (zh) * 2025-07-01 2025-09-19 南京德睿特来电能源研究院有限公司 虚拟电厂功率控制方法、装置、设备及存储介质

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0628323A (ja) * 1992-07-06 1994-02-04 Nippon Telegr & Teleph Corp <Ntt> プロセス実行制御方法
JP2017509982A (ja) * 2014-02-21 2017-04-06 クゥアルコム・インコーポレイテッドQualcomm Incorporated 原位置ニューラルネットワークコプロセッシング
US20170270408A1 (en) * 2016-03-16 2017-09-21 Hong Kong Applied Science and Technology Research Institute Company, Limited Method and System for Bit-Depth Reduction in Artificial Neural Networks
JP2018010618A (ja) * 2016-05-03 2018-01-18 イマジネイション テクノロジーズ リミテッド 畳み込みニューラルネットワークハードウエア構成

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0451386A (ja) * 1990-06-19 1992-02-19 Canon Inc ニューラルネットワーク及びその構築方法
KR102329590B1 (ko) * 2018-03-19 2021-11-19 에스알아이 인터내셔널 딥 신경망들의 동적 적응

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0628323A (ja) * 1992-07-06 1994-02-04 Nippon Telegr & Teleph Corp <Ntt> プロセス実行制御方法
JP2017509982A (ja) * 2014-02-21 2017-04-06 クゥアルコム・インコーポレイテッドQualcomm Incorporated 原位置ニューラルネットワークコプロセッシング
US20170270408A1 (en) * 2016-03-16 2017-09-21 Hong Kong Applied Science and Technology Research Institute Company, Limited Method and System for Bit-Depth Reduction in Artificial Neural Networks
JP2018010618A (ja) * 2016-05-03 2018-01-18 イマジネイション テクノロジーズ リミテッド 畳み込みニューラルネットワークハードウエア構成

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
ASWIN RAGHAVAN他: "BitNet: Bit-Regularized Deep Neural Networks", CORNELL UNIVERSITY LIBRARY, vol. v1, JPN6020024832, 16 August 2017 (2017-08-16), US, ISSN: 0004588933 *
GEOFFREY HINTON他, DISTILLING THE KNOWLEDGE IN A NEURAL NETWORK, JPN6020042798, 9 March 2015 (2015-03-09), US, ISSN: 0004588935 *
廣瀬 一俊 他: "対数量子化による深層ニューラルネットワークのメモリ量削減", 電子情報通信学会技術研究報告, vol. 117, no. 45, JPN6020024835, 9 June 2017 (2017-06-09), JP, pages 39 - 44, ISSN: 0004588934 *

Cited By (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2022066192A (ja) * 2018-03-19 2022-04-28 エスアールアイ インターナショナル ディープニューラルネットワークの動的適応
US12033068B2 (en) 2018-06-22 2024-07-09 Advanced New Technologies Co., Ltd. Method and device for cash advance recognition
US11899765B2 (en) 2019-12-23 2024-02-13 Dts Inc. Dual-factor identification system and method with adaptive enrollment
US12321836B2 (en) 2020-02-21 2025-06-03 Actapio, Inc. Learning device, learning method, learning program, evaluation device, evaluation method, and evaluation program
JP2022054660A (ja) * 2020-09-28 2022-04-07 沖電気工業株式会社 ニューラルネットワーク軽量化装置、ニューラルネットワーク軽量化方法およびプログラム
JP6992864B1 (ja) 2020-09-28 2022-01-13 沖電気工業株式会社 ニューラルネットワーク軽量化装置、ニューラルネットワーク軽量化方法およびプログラム
JP7556145B2 (ja) 2020-10-23 2024-09-25 維沃移動通信有限公司 通信情報の送信、受信方法及び通信機器
JP2023550690A (ja) * 2020-10-23 2023-12-05 維沃移動通信有限公司 通信情報の送信、受信方法及び通信機器
JP2023004024A (ja) * 2021-06-25 2023-01-17 株式会社モルフォ 計算手法決定システム、計算手法決定方法、及び、計算手法決定プログラム
JP7187065B1 (ja) 2021-06-25 2022-12-12 株式会社モルフォ 計算手法決定システム、計算手法決定方法、及び、計算手法決定プログラム
US12619869B2 (en) 2021-09-09 2026-05-05 Actapio, Inc. Learning apparatus, learning method, and a non-transitory computer-readable storage medium
WO2023120205A1 (ja) 2021-12-24 2023-06-29 ソニーセミコンダクタソリューションズ株式会社 推論装置、推論方法及び推論プログラム
JP2025513676A (ja) * 2022-02-28 2025-04-30 クゥアルコム・インコーポレイテッド マルチプロセッサコンピューティングデバイス内で機械学習演算を実行するための適応スケジューリング

Also Published As

Publication number Publication date
JP2022066192A (ja) 2022-04-28
EP3543917B1 (en) 2024-01-03
JP2024050691A (ja) 2024-04-10
JP7725628B2 (ja) 2025-08-19
KR102329590B1 (ko) 2021-11-19
EP3543917A1 (en) 2019-09-25
KR20190110068A (ko) 2019-09-27

Similar Documents

Publication Publication Date Title
JP7725628B2 (ja) ディープニューラルネットワークの動的適応
US11429862B2 (en) Dynamic adaptation of deep neural networks
Roth et al. Resource-efficient neural networks for embedded systems
Choudhary et al. A comprehensive survey on model compression and acceleration
Mishra et al. A survey on deep neural network compression: Challenges, overview, and solutions
Joy et al. Fast hyperparameter tuning using Bayesian optimization with directional derivatives
US12131258B2 (en) Joint pruning and quantization scheme for deep neural networks
Choi et al. Pact: Parameterized clipping activation for quantized neural networks
Tjandra et al. Compressing recurrent neural network with tensor train
Rastegari et al. Xnor-net: Imagenet classification using binary convolutional neural networks
CN116830122B (zh) 用于联合学习的方法、系统和装置
US20160328644A1 (en) Adaptive selection of artificial neural networks
CN113632106A (zh) 人工神经网络的混合精度训练
WO2020095321A2 (en) Dynamic structure neural machine for solving prediction problems with uses in machine learning
CN109829420A (zh) 一种基于改进蚁狮优化算法的高光谱图像的特征选择方法
CN113222139A (zh) 神经网络训练方法和装置、设备,及计算机存储介质
Ni et al. Efficient off-policy reinforcement learning via brain-inspired computing
GB2572164A (en) Artificial neural networks
Kokhazadeh et al. A design space exploration methodology for enabling tensor train decomposition in edge devices
Violos et al. Frugal machine learning for energy-efficient and resource-aware artificial intelligence
US20230185352A1 (en) Analog mac aware dnn improvement
Wang et al. A dynamic routing CapsNet based on increment prototype clustering for overcoming catastrophic forgetting
CN111291866A (zh) 神经网络的生成、图像处理、智能行驶控制方法及装置
Wang et al. Pruning-Optimized Bayesian Neural Networks for Image Classification
US20250371100A1 (en) Efficient sampling for theorem proving

Legal Events

Date Code Title Description
A711 Notification of change in applicant

Free format text: JAPANESE INTERMEDIATE CODE: A711

Effective date: 20190607

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20190613

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A821

Effective date: 20190607

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20200703

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20200714

A524 Written submission of copy of amendment under article 19 pct

Free format text: JAPANESE INTERMEDIATE CODE: A524

Effective date: 20201014

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20201110

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20210203

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20210427

A02 Decision of refusal

Free format text: JAPANESE INTERMEDIATE CODE: A02

Effective date: 20210907

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20220106

C60 Trial request (containing other claim documents, opposition documents)

Free format text: JAPANESE INTERMEDIATE CODE: C60

Effective date: 20220106

C11 Written invitation by the commissioner to file amendments

Free format text: JAPANESE INTERMEDIATE CODE: C11

Effective date: 20220118

A911 Transfer to examiner for re-examination before appeal (zenchi)

Free format text: JAPANESE INTERMEDIATE CODE: A911

Effective date: 20220302

C21 Notice of transfer of a case for reconsideration by examiners before appeal proceedings

Free format text: JAPANESE INTERMEDIATE CODE: C21

Effective date: 20220308

A761 Written withdrawal of application

Free format text: JAPANESE INTERMEDIATE CODE: A761

Effective date: 20220318