Minghai Qin

Orcid: 0000-0001-5172-5309

According to our database¹, Minghai Qin authored at least 54 papers between 2012 and 2024.

Collaborative distances:

Dijkstra number² of four.
Erdős number³ of four.

Timeline

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In proceedings

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PhD thesis

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On csauthors.net:

Bibliography

2024

DISCO: Distributed Inference with Sparse Communications.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

2023

Data Level Lottery Ticket Hypothesis for Vision Transformers.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

Self-Ensemble Protection: Training Checkpoints Are Good Data Protectors.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

ESRU: Extremely Low-Bit and Hardware-Efficient Stochastic Rounding Unit Design for Low-Bit DNN Training.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

Condense: A Framework for Device and Frequency Adaptive Neural Network Models on the Edge.

[BibT_eX]

[DOI]

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

Pruning Parameterization with Bi-level Optimization for Efficient Semantic Segmentation on the Edge.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Towards Real-Time Segmentation on the Edge.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

The Lottery Ticket Hypothesis for Vision Transformers.

[BibT_eX]

[DOI]

CoRR, 2022

Learning from the CNN-based Compressed Domain.

[BibT_eX]

[DOI]

Zhenzhen Wang

Minghai Qin

Yen-Kuang Chen

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2022

Compact Multi-level Sparse Neural Networks with Input Independent Dynamic Rerouting.

[BibT_eX]

[DOI]

Proceedings of the 34th IEEE International Conference on Tools with Artificial Intelligence, 2022

Effective Model Sparsification by Scheduled Grow-and-Prune Methods.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

All-in-One: A Highly Representative DNN Pruning Framework for Edge Devices with Dynamic Power Management.

[BibT_eX]

[DOI]

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

You Already Have It: A Generator-Free Low-Precision DNN Training Framework Using Stochastic Rounding.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2022, 2022

Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2022, 2022

SPViT: Enabling Faster Vision Transformers via Latency-Aware Soft Token Pruning.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2022, 2022

Shfl-BW: accelerating deep neural network inference with tensor-core aware weight pruning.

[BibT_eX]

[DOI]

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

Hardware-efficient stochastic rounding unit design for DNN training: late breaking results.

[BibT_eX]

[DOI]

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

CHEX: CHannel EXploration for CNN Model Compression.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

2021

SPViT: Enabling Faster Vision Transformers via Soft Token Pruning.

[BibT_eX]

[DOI]

CoRR, 2021

Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2021

MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2020

Computation on Sparse Neural Networks: an Inspiration for Future Hardware.

[BibT_eX]

[DOI]

CoRR, 2020

A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods.

[BibT_eX]

[DOI]

CoRR, 2020

INVITED: Computation on Sparse Neural Networks and its Implications for Future Hardware.

[BibT_eX]

[DOI]

Proceedings of the 57th ACM/IEEE Design Automation Conference, 2020

Learning in the Frequency Domain.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

2019

A Binarized Neural Network Accelerator with Differential Crosspoint Memristor Array for Energy-Efficient MAC Operations.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2019

Non-Volatile Memory Array Based Quantization- and Noise-Resilient LSTM Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Conference on Rebooting Computing, 2019

Garbage Collection Algorithms for Meta Data Updates in NAND Flash.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Conference on Communications, 2019

2018

Enhancing the Expected Lifetime of NAND Flash by Short q-Ary WOM Codes.

[BibT_eX]

[DOI]

Bing Fan

Minghai Qin

Paul H. Siegel

IEEE Commun. Lett., 2018

Noisy Computations during Inference: Harmful or Helpful?

[BibT_eX]

[DOI]

Minghai Qin

Dejan Vucinic

CoRR, 2018

Hamming-Distance-Based Binary Representation of Numbers.

[BibT_eX]

[DOI]

Minghai Qin

Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

Improving Noise Tolerance of Hardware Accelerated Artificial Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 17th IEEE International Conference on Machine Learning and Applications, 2018

Training Recurrent Neural Networks against Noisy Computations during Inference.

[BibT_eX]

[DOI]

Minghai Qin

Dejan Vucinic

Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

2017

Low Read Latency Rewriting Codes for Multi-Level 3-D NAND Flash.

[BibT_eX]

[DOI]

IEEE Commun. Lett., 2017

Polar Code Constructions Based on LLR Evolution.

[BibT_eX]

[DOI]

Minghai Qin

Jing Guo

Aman Bhatia

Albert Guillen i Fabregas

Paul H. Siegel

IEEE Commun. Lett., 2017

Robustness of Neural Networks against Storage Media Errors.

[BibT_eX]

[DOI]

Minghai Qin

Chao Sun

Dejan Vucinic

CoRR, 2017

Fractional Bits-Per-Cell for NAND Flash with Low Read Latency.

[BibT_eX]

[DOI]

Minghai Qin

Proceedings of the 2017 IEEE Global Communications Conference, 2017

2016

Joint Source-Channel Decoding of Polar Codes for Language-Based Source.

[BibT_eX]

[DOI]

CoRR, 2016

Joint Source-Channel Decoding of Polar Codes for Language-Based Sources.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Global Communications Conference, 2016

2015

Adaptive Read Thresholds for NAND Flash.

[BibT_eX]

[DOI]

IEEE Trans. Commun., 2015

Balanced codes for data retention of multi-level flash memories with fast page read.

[BibT_eX]

[DOI]

Proceedings of the 53rd Annual Allerton Conference on Communication, 2015

An alternative proof of channel polarization for channels with arbitrary input alphabets.

[BibT_eX]

[DOI]

Jing Guo

Jossy Sayir

Minghai Qin

Albert Guillen i Fabregas

Proceedings of the 53rd Annual Allerton Conference on Communication, 2015

2014

Constrained Codes and Signal Processing for Non-Volatile Memories.

[BibT_eX]

[DOI]

Minghai Qin

PhD thesis, 2014

Optimized Cell Programming for Flash Memories With Quantizers.

[BibT_eX]

[DOI]

Minghai Qin

Eitan Yaakobi

Paul H. Siegel

IEEE Trans. Inf. Theory, 2014

Constrained Codes that Mitigate Inter-Cell Interference in Read/Write Cycles for Flash Memories.

[BibT_eX]

[DOI]

Minghai Qin

Eitan Yaakobi

Paul H. Siegel

IEEE J. Sel. Areas Commun., 2014

Lattice-Based WOM Codes for Multilevel Flash Memories.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Commun., 2014

Enhanced belief propagation decoding of polar codes through concatenation.

[BibT_eX]

[DOI]

Jing Guo

Minghai Qin

Albert Guillen i Fabregas

Paul H. Siegel

Proceedings of the 2014 IEEE International Symposium on Information Theory, Honolulu, HI, USA, June 29, 2014

2013

Time-Space Constrained Codes for Phase-Change Memories.

[BibT_eX]

[DOI]

Minghai Qin

Eitan Yaakobi

Paul H. Siegel

IEEE Trans. Inf. Theory, 2013

Parallel programming of rank modulation.

[BibT_eX]

[DOI]

Minghai Qin

Anxiao Andrew Jiang

Paul H. Siegel

Proceedings of the 2013 IEEE International Symposium on Information Theory, 2013

2012

WOM with retained messages.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012

Towards minimizing read time for NAND flash.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE Global Communications Conference, 2012

Minghai Qin

Timeline

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