FantastIC4: A Hardware-Software Co-Design Approach for Efficiently Running 4Bit-Compact Multilayer Perceptrons
Wiedemann, Simon, Shivapakash, Suhas, Becking, Daniel, Wiedemann, Pablo, Samek, Wojciech, Gerfers, Friedel, Wiegand, Thomas
Published in IEEE open journal of circuits and systems (2021)
Published in IEEE open journal of circuits and systems (2021)
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Journal Article
Neural Network Coding of Difference Updates for Efficient Distributed Learning Communication
Becking, Daniel, Muller, Karsten, Haase, Paul, Kirchhoffer, Heiner, Tech, Gerhard, Samek, Wojciech, Schwarz, Heiko, Marpe, Detlev, Wiegand, Thomas
Published in IEEE transactions on multimedia (2024)
Published in IEEE transactions on multimedia (2024)
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Journal Article
노드 정보를 사용하여 신경망 파라미터를 업데이트하는 디코더, 인코더, 제어부, 방법 및 컴퓨터 프로그램
HAASE PAUL, KIRCHHOFFER HEINER, BECKING DANIEL, MOELLER KARSTEN, TECH GERHARD, SAMEK WOJCIECH, SCHWARZ HEIKO, MARPE DETLEV, WIEGAND THOMAS
Year of Publication 11.01.2024
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Year of Publication 11.01.2024
Patent
신경망 파라미터를 디코딩하는 장치, 방법 및 컴퓨터 프로그램과 업데이트 모델을 사용하여 신경망 파라미터를 인코딩하는 장치, 방법 및 컴퓨터 프로그램
HAASE PAUL, KIRCHHOFFER HEINER, BECKING DANIEL, MOELLER KARSTEN, TECH GERHARD, SAMEK WOJCIECH, SCHWARZ HEIKO, MARPE DETLEV, WIEGAND THOMAS
Year of Publication 11.01.2024
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Year of Publication 11.01.2024
Patent
Encoder Optimizations For The NNR Standard On Neural Network Compression
Haase, Paul, Becking, Daniel, Kirchhoffer, Heiner, Muller, Karsten, Schwarz, Heiko, Samek, Wojciech, Marpe, Detlev, Wiegand, Thomas
Published in 2021 IEEE International Conference on Image Processing (ICIP) (19.09.2021)
Published in 2021 IEEE International Conference on Image Processing (ICIP) (19.09.2021)
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Conference Proceeding
History Dependent Significance Coding for Incremental Neural Network Compression
Tech, Gerhard, Haase, Paul, Becking, Daniel, Kirchhoffer, Heiner, Muller, Karsten, Pfaff, Jonathan, Schwarz, Heiko, Samek, Wojciech, Marpe, Detlev, Wiegand, Thomas
Published in 2022 IEEE International Conference on Image Processing (ICIP) (16.10.2022)
Published in 2022 IEEE International Conference on Image Processing (ICIP) (16.10.2022)
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Conference Proceeding
Learning Sparse & Ternary Neural Networks with Entropy-Constrained Trained Ternarization (EC2T)
Marban, Arturo, Becking, Daniel, Wiedemann, Simon, Samek, Wojciech
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2020)
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2020)
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Conference Proceeding
ECQ$^{\text{x}}$: Explainability-Driven Quantization for Low-Bit and Sparse DNNs
Becking, Daniel, Dreyer, Maximilian, Samek, Wojciech, Müller, Karsten, Lapuschkin, Sebastian
Year of Publication 09.09.2021
Year of Publication 09.09.2021
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Journal Article
Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning
Becking, Daniel, Kirchhoffer, Heiner, Tech, Gerhard, Haase, Paul, Muller, Karsten, Schwarz, Heiko, Samek, Wojciech
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2022)
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2022)
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Conference Proceeding
Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning
Becking, Daniel, Kirchhoffer, Heiner, Tech, Gerhard, Haase, Paul, Müller, Karsten, Schwarz, Heiko, Samek, Wojciech
Year of Publication 09.04.2022
Year of Publication 09.04.2022
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Journal Article
Learning Sparse & Ternary Neural Networks with Entropy-Constrained Trained Ternarization (EC2T)
Marban, Arturo, Becking, Daniel, Wiedemann, Simon, Samek, Wojciech
Published in arXiv.org (25.05.2020)
Published in arXiv.org (25.05.2020)
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Paper
Journal Article
FantastIC4: A Hardware-Software Co-Design Approach for Efficiently Running 4bit-Compact Multilayer Perceptrons
Wiedemann, Simon, Shivapakash, Suhas, Wiedemann, Pablo, Becking, Daniel, Samek, Wojciech, Gerfers, Friedel, Wiegand, Thomas
Year of Publication 17.12.2020
Year of Publication 17.12.2020
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Journal Article
APPARATUS, METHOD AND COMPUTER PROGRAM FOR DECODING NEURAL NETWORK PARAMETERS AND APPARATUS, METHOD AND COMPUTER PROGRAM FOR ENCODING NEURAL NETWORK PARAMETERS USING AN UPDATE MODEL
MÜLLER, Karsten, HAASE, Paul, KIRCHHOFFER, Heiner, SAMEK, Wojciech, WIEGAND, Thomas, TECH, Gerhard, BECKING, Daniel, SCHWARZ, Heiko, MARPE, Detlev
Year of Publication 21.02.2024
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Year of Publication 21.02.2024
Patent
DECODER, ENCODER, CONTROLLER, METHOD AND COMPUTER PROGRAM FOR UPDATING NEURAL NETWORK PARAMETERS USING NODE INFORMATION
MÜLLER, Karsten, KIRCHHOFFER, Heiner, HAASE, Paul, SAMEK, Wojciech, WIEGAND, Thomas, TECH, Gerhard, BECKING, Daniel, SCHWARZ, Heiko, MARPE, Detlev
Year of Publication 21.02.2024
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Year of Publication 21.02.2024
Patent
DECODER, ENCODER, CONTROLLER, METHOD AND COMPUTER PROGRAM FOR UPDATING NEURAL NETWORK PARAMETERS USING NODE INFORMATION
MÜLLER, Karsten, KIRCHHOFFER, Heiner, HAASE, Paul, SAMEK, Wojciech, WIEGAND, Thomas, TECH, Gerhard, BECKING, Daniel, SCHWARZ, Heiko, MARPE, Detlev
Year of Publication 08.02.2024
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Year of Publication 08.02.2024
Patent
Apparatus, method and computer program for decoding neural network parameters and apparatus, method and computer program for encoding neural network parameters using an update model
MUELLER, Karsten, HAASE, Paul, KIRCHHOFFER, Heiner, SAMEK, Wojciech, WIEGAND, Thomas, TECH, Gerhard, BECKING, Daniel, SCHWARZ, Heiko, MARPE, Detlev
Year of Publication 08.02.2024
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Year of Publication 08.02.2024
Patent
APPARATUS, METHOD AND COMPUTER PROGRAM FOR DECODING NEURAL NETWORK PARAMETERS AND APPARATUS, METHOD AND COMPUTER PROGRAM FOR ENCODING NEURAL NETWORK PARAMETERS USING AN UPDATE MODEL
MÜLLER, Karsten, HAASE, Paul, KIRCHHOFFER, Heiner, SAMEK, Wojciech, WIEGAND, Thomas, TECH, Gerhard, BECKING, Daniel, SCHWARZ, Heiko, MARPE, Detlev
Year of Publication 02.11.2023
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Year of Publication 02.11.2023
Patent
DECODER FOR PROVIDING DECODED PARAMETERS OF A NEURAL NETWORK, ENCODER, METHODS AND COMPUTER PROGRAMS USING A REORDERING
MÜLLER, Karsten, HAASE, Paul, KIRCHHOFFER, Heiner, SAMEK, Wojciech, WIEGAND, Thomas, TECH, Gerhard, BECKING, Daniel, SCHWARZ, Heiko, MARPE, Detlev
Year of Publication 19.10.2023
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Year of Publication 19.10.2023
Patent
CONCEPTS FOR ENCODING AND DECODING NEURAL NETWORK PARAMETERS
PFAFF, Jonathan, MÜLLER, Karsten, HAASE, Paul, KIRCHHOFFER, Heiner, SAMEK, Wojciech, WIEGAND, Thomas, TECH, Gerhard, BECKING, Daniel, SCHWARZ, Heiko, MARPE, Detlev
Year of Publication 13.07.2023
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Year of Publication 13.07.2023
Patent