Lin Ning

Works (6)

Updated: July 5th, 2023 15:34

2021 article

General Reuse-Centric CNN Accelerator

Cicek, N. M., Ning, L., Ozturk, O., & Shen, X. (2021, March 9). IEEE Transactions on Computers, Vol. 71, pp. 880–891.

By: N. Cicek*, L. Ning n, O. Ozturk* & X. Shen n 

author keywords: Neurons; Hardware; Convolution; Engines; Software; Acceleration; IEEE Senior Members; CNN; reuse-centric; accelerator
topics (OpenAlex): Advanced Neural Network Applications; Advanced Image and Video Retrieval Techniques; Human Pose and Action Recognition
TL;DR: The first general reuse-centric accelerator for CNN inferences is introduced, able to discover similarities among arbitrary patches within an image or across independent images, and translate them into computation time and energy savings. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: March 11, 2022

2021 article

Recurrent Neural Networks Meet Context-Free Grammar: Two Birds with One Stone

Guan, H., Chaudhary, U., Xu, Y., Ning, L., Zhang, L., & Shen, X. (2021, December 1). 2021 IEEE International Conference on Data Mining (ICDM).

By: H. Guan *, U. Chaudhary*, Y. Xu n, L. Ning n, L. Zhang * & X. Shen n 

author keywords: recurrent neural networks; data compression; context free grammar; tokenization
topics (OpenAlex): Software System Performance and Reliability; Software Testing and Debugging Techniques; Network Packet Processing and Optimization
TL;DR: This work introduces CFG-guided compressed learning, an approach that creatively integrates Context-Free Grammar (CFG) and online tokenization into RNN learning and inference for streaming inputs through a hierarchical compression algorithm. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
4. Quality Education (OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: May 2, 2022

2019 article

Adaptive Deep Reuse: Accelerating CNN Training on the Fly

Ning, L., Guan, H., & Shen, X. (2019, April 1). 2019 IEEE 35TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2019), pp. 1538–1549.

By: L. Ning n, H. Guan n & X. Shen n 

author keywords: CNN; neuron vector; similarity; training; adaptive; deep reuse
topics (OpenAlex): Advanced Neural Network Applications; Advanced Image and Video Retrieval Techniques; Video Surveillance and Tracking Methods
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries
Added: August 19, 2019

2018 article

LCD: A Fast Contrastive Divergence Based Algorithm for Restricted Boltzmann Machine

Ning, L., Pittman, R., & Shen, X. (2018, September 11). Neural Networks, Vol. 108, pp. 399–410.

By: L. Ning n, R. Pittman  n & X. Shen n 

author keywords: RBM; Contrastive Divergence; Acceleration
MeSH headings : Algorithms; Databases, Factual; Deep Learning / trends; Machine Learning / trends; Neural Networks, Computer; Time Factors
topics (OpenAlex): Generative Adversarial Networks and Image Synthesis; Advanced Neural Network Applications; Music and Audio Processing
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries
Added: December 3, 2018

2017 article

Generalizations of the theory and deployment of triangular inequality for compiler-based strength reduction

Ding, Y., Ning, L., Guan, H., & Shen, X. (2017, June 14). ACM SIGPLAN Notices, Vol. 52, pp. 33–48.

By: Y. Ding n, L. Ning n, H. Guan n & X. Shen n 

topics (OpenAlex): Metaheuristic Optimization Algorithms Research; Machine Learning and Algorithms; Advanced Image and Video Retrieval Techniques
Sources: NC State University Libraries, NC State University Libraries
Added: August 6, 2018

2017 article

LCD: A Fast Contrastive Divergence Based Algorithm for Restricted Boltzmann Machine

Ning, L., Pittman, R., & Shen, X. (2017, November 1). 2017 17th Ieee International Conference on Data Mining (Icdm), pp. 1015–1020.

By: L. Ning n, R. Pittman n & X. Shen n 

topics (OpenAlex): Generative Adversarial Networks and Image Synthesis; Machine Learning and ELM; Advanced Neural Network Applications
TL;DR: Lean Contrastive Divergence (LCD) is proposed, a modified contrastive divergence learning algorithm, to accelerate RBM learning and prediction without changing the results. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Sources: Web Of Science, NC State University Libraries
Added: August 6, 2018

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