{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,7]],"date-time":"2024-09-07T17:08:13Z","timestamp":1725728893367},"reference-count":25,"publisher":"IEEE","license":[{"start":{"date-parts":[[2021,12,12]],"date-time":"2021-12-12T00:00:00Z","timestamp":1639267200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,12,12]],"date-time":"2021-12-12T00:00:00Z","timestamp":1639267200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,12,12]]},"DOI":"10.1109\/gcaiot53516.2021.9693045","type":"proceedings-article","created":{"date-parts":[[2022,1,31]],"date-time":"2022-01-31T22:29:35Z","timestamp":1643668175000},"page":"105-111","source":"Crossref","is-referenced-by-count":1,"title":["Unbalanced Encoding in Synchronous Weight Quantization-Compression for Low-Bit Quantized Neural Network"],"prefix":"10.1109","author":[{"given":"Yuzhong","family":"Jiao","sequence":"first","affiliation":[{"name":"United Microelectronics Centre,Hong Kong,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sha","family":"Li","sequence":"additional","affiliation":[{"name":"United Microelectronics Centre,Hong Kong,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Peng","family":"Luo","sequence":"additional","affiliation":[{"name":"United Microelectronics Centre,Hong Kong,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiao","family":"Huo","sequence":"additional","affiliation":[{"name":"United Microelectronics Centre,Hong Kong,China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yiu Kei","family":"Li","sequence":"additional","affiliation":[{"name":"United Microelectronics Centre,Hong Kong,China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW.2017.241"},{"key":"ref11","article-title":"Compressing Neural Networks with the Hashing Trick","author":"chen","year":"2015","journal-title":"ICML"},{"key":"ref12","first-page":"4857","article-title":"Learning to prune deep neural networks via layer-wise optimal brain surgeon","author":"dong","year":"2017","journal-title":"Advances in Neural Information Processing Systems 2017"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1117\/12.20700"},{"key":"ref14","article-title":"Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization, and Huffman Coding","author":"han","year":"0","journal-title":"Proc of ICLR 2016"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS.2018.8351234"},{"key":"ref16","article-title":"Double Viterbi: Weight encoding for high compression ratio and fast on-chip reconstruction for deep neural network","author":"ahn","year":"2019","journal-title":"ICLRE"},{"key":"ref17","first-page":"7543","article-title":"Improving neural network quantization without retraining using outlier channel splitting","author":"zhao","year":"2019","journal-title":"ICML"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2017.2761740"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1631\/FITEE.1700789"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2013.6639345"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/SII46433.2020.9026246"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1002\/admt.202000262"},{"article-title":"QuartzNet: Deep automatic speech recognition with 1D time-channel separable convolutions","year":"2019","author":"kriman","key":"ref5"},{"article-title":"Exploiting Weight Redundancy in CNNs: Beyond Pruning and Quantization","year":"2020","author":"wen","key":"ref8"},{"article-title":"Deep learning based multi-source localization with source splitting and its effectiveness in multi-talker speech recognition","year":"2021","author":"subramanian","key":"ref7"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/s41592-019-0458-z"},{"key":"ref9","first-page":"1135","article-title":"Learning both weights and connections for efficient neural network","author":"han","year":"2015","journal-title":"Advances in neural information processing systems 2015"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/7068349"},{"article-title":"Quantizing deep convolutional networks for efficient inference: A whitepaper","year":"2018","author":"krishnamoorthi","key":"ref20"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00826"},{"article-title":"Quantized neural networks: Training neural networks with low precision weights and activations","year":"2016","author":"hubara","key":"ref21"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN52387.2021.9533393"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/GCAIoT51063.2020.9345815"},{"key":"ref25","article-title":"Learning multiple layers of features from tiny images","author":"krizhevsky","year":"2009","journal-title":"Tech Report"}],"event":{"name":"2021 IEEE Global Conference on Artificial Intelligence and Internet of Things (GCAIoT)","start":{"date-parts":[[2021,12,12]]},"location":"Dubai, United Arab Emirates","end":{"date-parts":[[2021,12,16]]}},"container-title":["2021 IEEE Global Conference on Artificial Intelligence and Internet of Things (GCAIoT)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/9692905\/9691504\/09693045.pdf?arnumber=9693045","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,20]],"date-time":"2022-06-20T21:04:54Z","timestamp":1655759094000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9693045\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,12]]},"references-count":25,"URL":"https:\/\/doi.org\/10.1109\/gcaiot53516.2021.9693045","relation":{},"subject":[],"published":{"date-parts":[[2021,12,12]]}}}