2023

S. M. Abbas, M. Jalaleddine, and W. J. Gross, 鈥淟ist-GRAND: A practical way to achieve maximum likelihood decoding,鈥� IEEE Trans. Very Large Scale Integr. Syst., vol. 31, no. 1, pp. 43鈥�54, 2023. doi: 10.1109/TVLSI.2022.3223692.

D. Shin, N. Onizawa, W. J. Gross, and T. Hanyu, 鈥淢emory-efficient FPGA implementation of stochastic simulated annealing,鈥� IEEE J. Emerg. Sel. Topics Circuits Syst., vol. 13, no. 1, pp. 108鈥�118, 2023. doi: 10.1109/JETCAS.2023.3243260.

H.-Y. Chang, S.H. Mozafari, C. Chen, J.J. Clark, B.H. Meyer, and W.J. Gross, 鈥淧ipeBERT: High-throughput BERT inference for ARM big.LITTLE multi-core processors,鈥� Journal of Signal Processing Systems, vol. 95, no. 7, pp. 877鈥�894, Jul. 2023. doi: 10.1007/s11265- 022-01814-y.

N. Onizawa, K. Katsuki, D. Shin, W.J. Gross, and T. Hanyu, 鈥淔ast-converging simulated annealing for Ising models based on integral stochastic computing,鈥� IEEE Transactions on Neural Networks and Learning Systems, vol. 34, no. 12, pp. 10 999鈥�11 005, Dec. 2023. doi: 10.1109/TNNLS.2022.3159713.

H. Zhou, J. Zheng, M. Yang, W.J. Gross, X. You, and C. Zhang, 鈥淟ow-complexity sphere decoding for polar-coded MIMO systems,鈥� IEEE Trans. Veh. Technol., vol. 72, no. 5, pp. 6810鈥� 6815, 2023. doi: 10.1109/TVT.2022.3229557.

Q. Wu, J. Kuang, J. Tao, J. Chen, and W.J. Gross, 鈥淒sMLP: A learning-based multi- layer perception for MIMO detection implemented by dynamic stochastic computing,鈥� IEEE Trans. Signal Process., vol. 70, pp. 6392鈥�6403, 2022. doi: 10.1109/TSP.2023.3239170.

H. Zhou, X. Deng, Y. Cai, Y. Shen, W. J. Gross, X. You, and C. Zhang, 鈥淎 Synchro-Set-Aided Breadth-First Sphere Decoder for Polar-Coded MIMO Systems,鈥� IEEE Transactions on Signal Processing, pp. 6200-6215, January 19, 2023, 10.1109/TSP.2022.3229949.

S. M. Abbas, M. Jalaleddine, and W.J. Gross, 鈥淕uessing Random Additive Noise Decoding: A Hardware Perspective鈥�. Springer Nature Switzerland, 2023. doi: 10.1007/978-3-031- 31663-0.

S.M. Abbas, M. Jalaleddine, C.-Y. Tsui, and W.J. Gross, 鈥淪tep-GRAND: A low latency universal soft-input decoder,鈥� in 2023 IEEE Globecom Workshops: Channel Coding beyond 5G, vol. abs/2307.07133, 2023. doi: 10.48550/arXiv.2307.07133. arXiv: 2307.07133.

H.-Y. Chang, S. H. Mozafari, J.J. Clark, B.H. Meyer, and W.J. Gross, 鈥淗igh-throughput edge inference for BERT models via neural architecture search and pipeline,鈥� in Proceedings of the Great Lakes Symposium on VLSI 2023, GLSVLSI 2023, Knoxville, TN, USA, June 5-7, 2023, H. Thapliyal, R. F. DeMara, I. Partin-Vaisband, and S. Katkoori, Eds., ACM, 2023, pp. 455鈥�459. doi: 10.1145/3583781.3590302.

M. Jalaleddine, H. Zhou, J. Li, and W.J. Gross, 鈥淧artial ordered statistics decoding with enhanced error patterns,鈥� in IEEE International Symposium on Information Theory, ISIT 2023, Taipei, Taiwan, June 25-30, 2023, IEEE, 2023, pp. 1096鈥�1100. doi: 10.1109/ ISIT54713.2023.10206555.

S. H. Mozafari, J.J. Clark, W.J. Gross, and B.H. Meyer, 鈥淭raining acceleration of frequency domain CNNs using activation compression,鈥� in IEEE International Symposium on Circuits and Systems, ISCAS 2023, Monterey, CA, USA, May 21-25, 2023, IEEE, 2023, pp. 1鈥�5. doi: 10.1109/ISCAS46773.2023.10181694.

R. Seah, H. Zhou, M. Jalaleddine, and W.J. Gross, 鈥渪SA: A binary cross-entropy simu- lated annealing polar decoder,鈥� in 12th International Symposium on Topics in Coding (ISTC 2023), Brest, France, Sep. 2023, pp. 1鈥�5. doi: 10.1109/ISTC57237.2023.10273491.

H. Zhou and W.J. Gross, 鈥淗ybrid GRAND sphere decoding: Accelerated GRAND for low-rate codes,鈥� in IEEE International Symposium on Circuits and Systems, ISCAS 2023, Monterey, CA, USA, May 21-25, 2023, IEEE, 2023, pp. 1鈥�5. doi: 10.1109/ISCAS46773. 2023.10181781.

S.H. Mozafari, J.J. Clark, W.J. Gross, and B.H. Meyer, 鈥淓fficient 1D grouped convolution for PyTorch a case study: Fast on-device fine-tuning for SqueezeBERT,鈥� in 2023 IEEE 34th International Conference on Application-specific Systems, Architectures and Processors (ASAP), IEEE, Jul. 2023. doi: 10.1109/ASAP57973.2023.00024.

L. Shen, I. Amara, R. Li, B.H. Meyer, W.J. Gross, and J.J. Clark, 鈥淔ast fine-tuning using curriculum domain adaptation,鈥� in 20th Conference on Robots and Vision, CRV 2023, Montreal, QC, Canada, June 6-8, 2023, IEEE, 2023, pp. 296鈥�303. doi: 10.1109/CRV60082. 2023.00045.

2022

Elie Ngomseu Mambou, Thibaud Tonnellier, and Warren J Gross. 鈥淚mproved DC-Free Run-Length Limited 4B6B Codes for Concatenated Schemes鈥�. In: IEEE Access 10 (2022), pp. 21847鈥�21852.

Jiajie Li and Warren J Gross. 鈥淥ptimization and simplification of PCPA decoder for Reed- Muller codes鈥�. In: IEEE Communications Letters 26.6 (2022), pp. 1206鈥�1210.

Nghia Doan et al. 鈥淒ecoding Reed-Muller codes with successive codeword permutations鈥�. In: IEEE Transactions on Communications 70.11 (2022), pp. 7134鈥�7145.

Nghia Doan, Seyyed Ali Hashemi, and Warren J Gross. 鈥淔ast successive-cancellation list Flip decoding of polar codes鈥�. In: IEEE Access 10 (2022), pp. 5568鈥�5584.

Nghia Doan, Seyyed Ali Hashemi, and Warren J Gross. 鈥淪uccessive-cancellation decoding of Reed-Muller codes with fast Hadamard transform鈥�. In: IEEE Transactions on Vehicular Technology 71.11 (2022), pp. 11650鈥�11660.

Syed Mohsin Abbas et al. 鈥淗igh-throughput and energy-efficient VLSI architecture for ordered reliability bits GRAND鈥�. In: IEEE Transactions on Very Large Scale Integration (VLSI) Systems 30.6 (2022), pp. 681鈥�693.

Syed Mohsin Abbas, Marwan Jalaleddine, and Warren J Gross. 鈥淗ardware Architecture for Guessing Random Additive Noise Decoding Markov Order (GRAND-MO)鈥�. In: Journal of Signal Processing Systems 94.10 (2022), pp. 1047鈥�1065.

Meyer B. Gross W. Shen L. and J.J. Clark. 鈥淩etention of Domain Adaptability in Compressed Neural Networks鈥�. In: Edge Intelligence Workshop, Montreal. 2022.

Lulan Shen et al. 鈥淐onjugate Adder Net (CAddNet)-a Space-Efficient Approximate CNN鈥�. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2022, pp. 2793鈥�2797.

Mozafari S. Clark J.J. Gross W. Li C. and B. Meyer. 鈥淏ERT Inference Energy Predictor for Efficient Hardware-aware NAS鈥�. In: Edge Intelligence Workshop, Montreal. 2022.

Negin Firouzian et al. 鈥淯tilizing latency and accuracy predictors for efficient hardwareaware NAS鈥�. In: 2022 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS). IEEE. 2022, pp. 15鈥�16.

N. Amein et al. 鈥淪uperNAS: Fast Multi- Objective SuperNet Architecture Search for Semantic Segmentation鈥�. In: CASES 2022: International Conference on Compilers, Architectures, and Synthesis for Embedded Systems (Embedded Systems Week 2022). 2022.

Ibtihel Amara et al. 鈥淐ES-KD: Curriculumbased Expert Selection for Guided Knowledge Distillation鈥�. In: 2022 26th International Conference on Pattern Recognition (ICPR). IEEE. 2022, pp. 1901鈥�1907.

Ziaeefard M. Meyer B. Gross W. Amara I. and J.J. Clark. 鈥淥n the Importance of Integrating Curriculum Design for Teacher Assistant-based Knowledge Distillation鈥�. In: Edge Intelligence Workshop, Montreal. 2022.

Hang Zhang et al. 鈥淭owards Finding Efficient Students Via Blockwise Neural Architecture Search and Knowledge Distillation鈥�. In: Edge Intelligence Workshop, Montreal. 成人VR视频 (Canada), 2022.

D. Vucetic et al. 鈥淓fficient Fine-Tuning of BERT Models on the Edge鈥�. In: IEEE International Symposium on Circuits and Systems (ISCAS 2022). 2022.

Charles Le et al. 鈥淓fficient Two-Stage Progressive Quantization of BERT鈥�. In: Proceedings of The Third Workshop on Simple and Efficient Natural Language Processing (SustaiNLP). 2022, pp. 1鈥�9.

Ardakani A. Clark J.J. Meyer B. Le C. and W. Gross. 鈥淒yadic Integer Only BERT鈥�. In: Edge Intelligence Workshop, Montreal. 2022.

Mozafari S. Clark J.J. Meyer B. Kornelson M. and W. Gross. 鈥淎RMCL BERT: Novel Quantizable BERT Implementation for ARM SoCs鈥�. In: Edge Intelligence Workshop, Montreal. 2022.

ML Kornelsen et al. 鈥淔ast Heterogeneous Task Mapping for Reducing Edge DNN Latency鈥�. In: 2022 IEEE 33rd International Conference on Application-specific Systems, Architectures and Processors (ASAP). IEEE. 2022, pp. 64鈥� 71.

Mozafari S. Clark J.J. Gross W. Chang H-Y. and B. Meyer. 鈥淣AS plus Pipeline for High Throughput Edge Inference BERT鈥�. In: Edge Intelligence Workshop, Montreal. 2022. [111] Amir Ardakani et al. 鈥淪tandard Deviation- Based Quantization for Deep Neural Networks鈥�. In: 2022.

M Abdelgawad et al. 鈥淏ERTPerf: Inference Latency Predictor for BERT on ARM big. LITTLE Multi-Core Processors鈥�. In: 2022 IEEE Workshop on Signal Processing Systems (SiPS). IEEE. 2022, pp. 1鈥�6.

S.M. Abbas, M. Jalaleddine, and WJ Gross. 鈥淕RAND for Rayleigh Fading Channels鈥�. In: IEEE Globecom: Workshop on Channel Coding beyond 5G. IEEE. 2022.

J. Li and W.J. Gross. 鈥淐omplexity Reduction and Optimization Techniques for Projection- Aggregation Decoders for Reed-Muller Codes鈥�. In: ISTC Workshop 2022. 2022.

M. Jalaleddine et al. 鈥淧artitioned Guessing Random Additive Noise Decoding鈥�. In: ISTC Workshop 2022. 2022.

M. Jalaleddine et al. 鈥淎ssisted Guessing Random Additive Noise Assisted Decoding鈥�. In: ISTC Workshop 2022. 2022.

2021

Implementing convolutional neural networks using hartley stochastic computing with adaptive rate feature map compression, SH Mozafari, JJ Clark, WJ Gross, BH Meyer, IEEE Open Journal of Circuits and Systems 2, 805-819, 2021

A tree search approach for maximum-likelihood decoding of Reed-Muller codes SA Hashemi, N Doan, WJ Gross, J Cioffi, A Goldsmith, 2021

IEEE Globecom Workshops (GC Wkshps), 1-6 6 2021 Hartley Stochastic Computing For Convolutional Neural Networks, SH Mozafari, JJ Clark, WJ Gross, BH Meyer, 2021 IEEE Workshop on Signal Processing Systems (SiPS), 1-6, 2021

Fault-tolerance of binarized and stochastic computing-based neural networks, A Ardakani, A Ardakani, WJ Gross, 2021 IEEE Workshop on Signal Processing Systems (SiPS), 52-57, 2021

High-throughput VLSI architecture for GRAND Markov order, SM Abbas, M Jalaleddine, WJ Gross, 2021 IEEE Workshop on Signal Processing Systems (SiPS), 158-163, 2021

High-Throughput and Energy-Efficient VLSI Architecture for Ordered Reliability Bits GRAND, S Mohsin Abbas, T Tonnellier, F Ercan, M Jalaleddine, WJ Gross, arXiv e-prints, arXiv: 2110.13776, 2021

List-GRAND: A practical way to achieve Maximum Likelihood Decoding, S Mohsin Abbas, M Jalaleddine, WJ Gross, arXiv e-prints, arXiv: 2109.12225, 2021

Decoding Reed-Muller codes with successive factor-graph permutations, N Doan, SA Hashemi, M Mondelli, WJ Gross, arXiv preprint arXiv:2109.02122, 2021

Reduced complexity RPA decoder for Reed-Muller codes, J Li, SM Abbas, T Tonnellier, WJ Gross, 2021 11th International Symposium on Topics in Coding (ISTC), 1-5, 2021

Improved Dimming Scheme based on Non-DC Free RLL Codes for VLC, EN Mambou, T Tonnellier, WJ Gross, 2021 11th International Symposium on Topics in Coding (ISTC), 1-5, 2021

Method and system for training a neural network, WJ Gross, A Ardakani, A Ardakani, US Patent App. 17/180,340, 2021

Low-complexity construction of polar codes based on genetic algorithm, H Zhou, WJ Gross, Z Zhang, X You, C Zhang, IEEE Communications Letters 25 (10), 3175-3179, 2021

High-Throughput VLSI Architecture for GRAND Markov Order, S Mohsin Abbas, M Jalaleddine, WJ Gross, arXiv e-prints, arXiv: 2108.12563, 2021

Method and apparatus for wirelessly communicating over a noisy channel with a variable codeword length polar code to improve transmission capacity, WJ Gross, AC Cavatassi, T Tonnellier, Y Ge, US Patent 11,057,053, 2021

Fast SC-flip decoding of polar codes with reinforcement learning N Doan, SA Hashemi, F Ercan, WJ Gross, ICC 2021-IEEE International Conference on Communications, 1-6 7 2021

Towards practical near-maximum-likelihood decoding of error-correcting codes: An overview, T Tonnellier, M Hashemipour, N Doan, WJ Gross, ... ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and, 2021

High-throughput VLSI architecture for soft-decision decoding with ORBGRAND, SM Abbas, T Tonnellier, F Ercan, M Jalaleddine, WJ Gross, ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and, 2021

Neural successive cancellation flip decoding of polar codes, N Doan, SA Hashemi, F Ercan, T Tonnellier, WJ Gross, Journal of Signal Processing Systems 93, 631-642 6 2021

High-Throughput VLSI architecture for Soft-Decision decoding with ORBGRAND, S Mohsin Abbas, T Tonnellier, F Ercan, M Jalaleddine, WJ Gross, arXiv e-prints, arXiv: 2105.07115, 2021

On systematic polarization-adjusted convolutional (PAC) codes, T Tonnellier, WJ Gross, IEEE Communications Letters 25 (7), 2128-2132, 2021

Training binarized neural networks using ternary multipliers, A Ardakani, A Ardakani, WJ Gross, IEEE Design & Test 38 (6), 44-52, 2021

2020

Z. Zhong, W. Gross, Z. Zhang, X. You, and C. Zhang, 鈥淧olar Compiler: Auto-Generator of Hardware Architectures for Polar Encoders,鈥� IEEE Transactions on Circuits and Systems I, vol. 67, no. 6, pp. 2091-2102, June 2020.

B. Zheng, C. Condo, W. J. Gross, and O. Liboiron-Ladouceur, 鈥淗igh-throughput Low-latency Encoder and Decoder for a Class of Generalized Reed-Solomon Codes for Short-Reach Optical Communications,鈥� IEEE Transactions on Circuits and Systems II, vol. 67, no. 4, pp. 670-674, April 2020.

N. Onizawa, S. C. *Smithson, B. Meyer, W. J. Gross, and T. Hanyu, 鈥淚n-Hardware Training Chip Based on CMOS Invertible Logic,鈥� IEEE Transactions on Circuits and Systems I, vol. 67, no. 5, pp. 1541-1550, May 2020.

H. Zhou, W. Song, W. Gross, Z. Zhang, X. You, and C. Zhang, 鈥淎n Efficient Software Stack Sphere Decoder for Polar Codes,鈥� IEEE Transactions on Vehicular Technology, vol. 69, no. 2, pp. 1257-1266, February 2020.

H. Zhou, W. J. Gross, Z. Zhang, X. You, and C. Zhang, 鈥淎 Linear-Complexity Channel- Independent Code Construction Method for List Sphere Polar Decoder,鈥� Journal of Signal Processing Systems, vol. 92, no. 7, pp. 763-774, January 28 2020.

H. Zhou, W. Gross, Z. Zhang, X. You, and C. Zhang, 鈥淓fficient Sphere Polar Decoding via Synchronous Determination,鈥� IEEE Transactions on Vehicular Technology, vol. 69, no. 6, pp. 6777-6781, June 2020.

H. Zhou, Y. Fu, Z. Zhang, W. Gross, X. You, and C. Zhang, 鈥淎n Efficient Software List Sphere Decoder for Polar Codes,鈥� Journal of Signal Processing Systems, vol. 92, no. 5, pp. 517-528, May 2020.

S. Liu, W. J. Gross, and J. Han, 鈥淚ntroduction to Dynamic Stochastic Computing,鈥� IEEE Circuits and Systems Magazine, vol. 20, no. 3, pp. 19-33, Third Quarter 2020.

F. Ercan, T. Tonnellier, and W. J. Gross, 鈥淓nergy-Efficient Hardware Architectures for Fast Polar Decoders,鈥� IEEE Transactions on Circuits and Systems I, vol. 67, no. 1, pp. 322-335, January 2020.

A. Ardakani, C. Condo, and W. J. Gross, 鈥淔ast and Efficient Convolutional Accelerator for Edge Computing,鈥� IEEE Transactions on Computers, vol. 69, no. 1, pp. 138-152, January 2020.

F. Ercan, T. Tonnellier, N. Doan, and W. J. Gross, 鈥淧ractical Dynamic SC-Flip Polar Decoders: Algorithm and Implementation,鈥� IEEE Transactions on Signal Processing, vol. 68, no. pp. 5441-5456, 2020.

Z. Yin, W. J. Gross, and B. Meyer, 鈥淧robabilistic Sequential Multi-Objective Optimization of Convolutional Neural Networks,鈥� Proceedings of the Design, Automation and Test in Europe Conference (DATE 2020), Virtual Conference (Grenoble, France), March 9-13, 2020, pp. 1055-1060.

Z. Ji and W. J. Gross, 鈥淓fficient On-Chip Learning Using Equilibrium Propagation,鈥� Proceedings of the IEEE International Symposium on Circuits and Systems, Virtual Conference (Seville, Spain), October 11-14, 2020, pp. 1-5.

F. Ercan and W. J. Gross, 鈥淔ast Thresholded SC-Flip Decoding of Polar Codes,鈥� Proceedings of the IEEE International Conference on Communications, Virtual Conference (Dublin, Ireland), June 7-11, 2020, pp. 1-7.

F. Ercan, T. Tonnellier, N. Doan, and W. J. Gross, 鈥淪implified Dynamic SC-Flip Polar Decoding,鈥� Proceedings of the IEEE 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020), Virtual Conference (Barcelona, Spain), May 4-8, 2020, pp. 1733-1737.

N. Doan, S. A. Hashemi, and W. J. Gross, 鈥淒ecoding Polar Codes with Reinforcement Learning,鈥� Proceedings of the 2020 IEEE Global Communications Conference (Globecom 2020), Taipei, Taiwan, December 7-11, 2020.

A. Ardakani, A. Ardakani, and W. J. Gross, 鈥淭raining Linear Finite-State Machines,鈥� Proceedings of the Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS 2020), Vancouver, BC, December 5-12, 2020.

A. Ardakani, A. Ardakani, and W. J. Gross, 鈥淎 Regression-Based Method to Synthesize Complex Arithmetic Computations on Stochastic Streams,鈥� Proceedings of the IEEE International Symposium on Circuits and Systems, Virtual conferece (Seville, Spain), Octover 11-14, 2020, pp. 1-5.

S. M. Abbas, T. Tonnellier, F. Ercan, and W. J. Gross, 鈥淗igh-Throughput VLSI Architecture for GRAND,鈥� Proceedings of the IEEE International Workshop on Signal Processing Systems (SiPS 2020), Virtual conference (Coimbra, Portugal), October 20-22, 2020, pp. 1-6.

S. Liu, W. J. Gross, and J. Han, 鈥淭oward Efficient Training of Learning Machines using Dynamic Stochastic Computing-based Gradient Descent Circuit,鈥� The 7th International Symposium on Brainware LSI, Sendai, Japan, February 28-29, 2020

2019

H. Zhou, C. Zhang, X. Tan, W. J. Gross, Z. Zhang, and X. You, 鈥淎n Improved Software List Sphere Polar Decoder with Synchronous Determination,鈥� IEEE Transactions on Vehicular Technology, vol. 68, no. 6, pp. 5236-5245, June 2019.

S. C. Smithson, N. Onizawa, B. Meyer, W. J. Gross, and T. Hanyu, 鈥淓fficient CMOS Invertible Logic using Stochastic Computing,鈥� IEEE Transactions on Circuits and Systems I, vol. 66, no. 6, pp. 2263-2274, June 2019.

S. A. Hashemi, C. *Condo, M. Mondelli, and W. J. Gross, 鈥淩ate-Flexible Fast Polar Decoders,鈥� IEEE Transactions on Signal Processing, vol. 67, no. 22, pp. 5689-5701, November 15, 2019.

K. *Han, J. Wang, W. J. Gross, and J. Hu, 鈥淪tochastic Bit-Wise Iterative Decoding of Polar Codes,鈥� IEEE Transactions on Signal Processing, vol. 67, no. 5, pp. 1138-1151, March 2019.

F. *Ercan, T. *Tonnellier, C. *Condo, and W. J. Gross, 鈥淥peration Merging for Hardware Implementations of Fast Polar Decoders,鈥� Journal of Signal Processing Systems, vol. 91, no. pp. 995鈥�1007, September 15, 2019.

F. *Ercan, C. *Condo, and W. J. Gross, 鈥淚mproved Bit-Flipping Algorithm for Successive Cancellation Decoding of Polar Codes,鈥� IEEE Transactions on Communications, vol. 67, no. 1, pp. 61-72, October 3, 2019.

C. *Condo, S. A. *Hashemi, A. *Ardakani, F. *Ercan, and W. J. Gross, 鈥淒esign and Implementation of a Polar Codes Blind Detection Scheme,鈥� IEEE Transactions on Circuits and Systems II, vol. 66, no. 6, pp. 943-947, June 2019.

W. Gross and V. Gaudet, Eds., Stochastic Computing: Techniques and Applications. Springer International Publishing, 2019, 272 Pages.N. Onizawa, W. J. Gross, and T. Hanyu, 鈥淏rain-Inspired Computing,鈥� in Stochastic Computing: Techniques and Applications, W. Gross and V. Gaudet, Eds., Springer, 2019, pp. 185-199.

F. Leduc-Primeau, S. Hemati, V. C. Gaudet, and W. J. Gross, 鈥淪tochastic Decoding of Error-Correcting Codes,鈥� in Stochastic Computing: Techniques and Applications, W. Gross and V. Gaudet, Eds., Springer, 2019, pp. 201-215.

W. J. Gross, N. Doan, E. Ngomseu Mambou, and S. A. Hashemi, 鈥淒eep Learning Techniques for Decoding Polar Codes,鈥� in Machine Learning for Future Wireless Communications, Wiley and IEEE, 2019.

V. C. Gaudet, W. J. Gross, and K. C. Smith, 鈥淚ntroduction to Stochastic Computing,鈥� in Stochastic Computing: Techniques and Applications, W. Gross and V. Gaudet, Eds., Springer, 2019, pp. 1-11.

N. Onizawa, K. Nishino, S. Smithson, B. Meyer, W. Gross, H. Yamagata, H. Fujita, and T. Hanyu, 鈥淎 Design Framework for Large-Scale Invertible Logic,鈥� Proceedings of the 53rd Annual Asilomar Conference on Signals, Systems, and Computers (Asilomar 2019), Pacific Grove, CA, November 3-6, 2019.

N. Onizawa, W. J. Gross, and T. Hanyu, 鈥淪tochastic-Computing Based Brainwave LSI Towards an Intelligence Edge,鈥� Proceedings of the 26th IEEE International Conference on Electronics Circuits and Systems (ICECS 2019), Genova, Italy, November 27-29, 2019.

N. Onizawa, W. J. Gross, and T. Hanyu, 鈥淪tochastic Computing for Brainware LSI,鈥� Proceedings of the 25th IEEE International Symposium on Asynchronous Circuits and Systems (ASYNC 2019), Hirosaki, Japan, May 12-15, 2019.

T. Tonnellier, A. Cavatassi, and W. J. Gross, 鈥淟ength-Compatible Polar Codes: A Survey (Invited Paper),鈥� Proceedings of the 53rd Annual Conference on Information Sciences and Systems (CISS 2019), Baltimore, MD, March 20-22, 2019, pp. 1-6.

E. Ngomseu Mambou, T. Tonnellier, S. A. Hashemi, and W. J. Gross, 鈥淓fficient Flicker-Free FEC Codes using Knuth鈥檚 Algorithm for Visible Light Communication,鈥� Proceedings of the IEEE Global Communications Conference (Globecom 2019), Waikoloa, HI, USA, December 9-13, 2019.

S. A. Hashemi, N. Doan, T. Tonnellier, and W. J. Gross, 鈥淒eep-Learning-Aided Successive-Cancellation Decoding of Polar Codes,鈥� Proceedings of the 53rd Annual Asilomar Conference on Signals, Systems, and Computers (Asilomar 2019), Pacific Grove, CA, November 3-6, 2019.

S. A. Hashemi, C. Condo, M. Mondelli, and W. J. Gross, 鈥淩ate-Flexible Fast Polar Decoders,鈥� Proceedings of the IEEE Information Theory Workshop (ITW 2019), Visby, Gotland, Sweden, August 25-28, 2019.

N. Doan, S. A. Hashemi, F. Ercan, T. Tonnellier, and W. J. Gross, 鈥淣eural Dynamic Successive Cancellation Flip Decoding of Polar Codes,鈥� Proceedings of the IEEE International Workshop on Signal Processing Systems (SiPS 2019), Nanjing, China, October 20-23, 2019.

N. Doan, S. A. Hashemi, E. Ngomseu Mambou, T. Tonnellier, and W. J. Gross, 鈥淣eural Belief Propagation Decoding of CRC-Polar Concatenated Codes,鈥� Proceedings of the IEEE International Conference on Communications (ICC 2019), Shanghai, China, May 20-24, 2019, pp. 1-6.

A. Cavatassi, T. Tonnellier, and W. J. Gross, 鈥淎symmetric Construction of Low-Latency and Length-Flexible Polar Codes,鈥� Proceedings of the IEEE International Conference on Communications (ICC 2019), Shanghai, China, May 20-24, 2019, pp. 1-6.

A. Cavatassi, T. Tonnellier, and W. J. Gross, 鈥淔ast Decoding of Multi-Kernel Polar Codes,鈥� Proceedings of the IEEE Wireless Communications and Networking Conference (WCNC 2019), Marrakech, Morocco, April 15-18, 2019, pp. 1-6.

A. Ardakani, Z. Ji, S. C. Smithson, B. Meyer, and W. J. Gross, 鈥淟earning Recurrent Binary/Ternary Weights,鈥� Proceedings of the Seventh International Conference on Learning Representations (ICLR 2019), New Orleans, LA, May 6-9, 2019.

A. Ardakani, Z. Ji, A. Ardakani, and W. J. Gross, 鈥淭he Synthesis of XNOR Recurrent Neural Networks with Stochastic Logic,鈥� Proceedings of the 2019 Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, BC, December 8-14, 2019.

W. J. Gross and V. C. Gaudet, 鈥淧reface,鈥� in Stochastic Decoding: Techniques and Applications (W. Gross and V. Gaudet, Eds.), p. ix, 2019.

W. J. Gross and B. Meyer, 鈥淎utoML for Machine Learning at the Edge,鈥� Huawei STW Workshop, Shenzhen, China, May 15, 2019.

W. Gross, 鈥淧olar Codes for 5G and Beyond,鈥� Workshop on Beyond-5G and 6G (Future Wireless Research), Ottawa, ON, April 15-16, 2019.

S. A. Hashemi and W. J. Gross, 鈥淔ast, Flexible, and Area-Efficient Decoders for Polar Codes,鈥� 2019 Information Theory and Applications Workshop, San Diego, CA, February 10-15, 2019.

F. Ercan, T. Tonnellier, and W. J. Gross, 鈥淓nergy-Efficient Polar Decoders for 5G and Beyond,鈥� 成人VR视频 Engineering Competition, Montreal, November 9-10, 2019.

F. Ercan, T. Tonnellier, and W. J. Gross, 鈥淓nergy-Efficient Polar Decoders for 5G and Beyond,鈥� The Sixth IEEE Research Boost, Montreal, October 30, 2019.

A. Cavatassi, W. J. Gross, and B. Meyer, 鈥淎utomated Neural Network Architecture Search for Low-Cost Keyword Spotting,鈥� TinyML Summit, Sunnyvale, CA, March 20-21, 2019.