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Machine Intelligence Research
目录
Vol.20, No.2
MIR第二期专题“大规模预训练:数据、模型和微调”已于4月正式出版,来自清华大学、中国人民大学、山东大学、南洋理工大学、新加坡国立大学、澳洲国立大学、昆士兰大学的学者们带来了自然语言预训练、信息检索预训练、多语言多模态预训练、视频语言预训练等前沿内容,全文免费下载,欢迎阅读!
专题客座编委:
文继荣教授,中国人民大学
Huang Zi教授,昆士兰大学
Zhang Hanwang教授,南洋理工大学
Editorial
Editorial for Special Issue on Large-scale Pre-training: Data, Models, and Fine-tuning
Ji-Rong Wen, Zi Huang & Hanwang Zhang
https://link.springer.com/article/10.1007/s11633-023-1431-y
https://www.mi-research.net/en/article/doi/10.1007/s11633-023-1431-y
综述∣澳大利亚昆士兰大学与阿德莱德大学研究者团队
Pre-training in Medical Data: A Survey
Yixuan Qiu, Feng Lin, Weitong Chen, Miao Xu
https://link.springer.com/article/10.1007/s11633-022-1382-8
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1382-8
中文导读:
研究论文∣清华大学刘知远团队
Red Alarm for Pre-trained Models: Universal Vulnerability to Neuron-level Backdoor Attacks
Zhengyan Zhang, Guangxuan Xiao, Yongwei Li, Tian Lv, Fanchao Qi, Zhiyuan Liu, Yasheng Wang, Xin Jiang, Maosong Sun
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1377-5
https://link.springer.com/article/10.1007/s11633-022-1377-5
研究论文∣澳洲国立大学Zheng Liang团队
A Study of Using Synthetic Data for Effective Association Knowledge Learning
Yuchi Liu, Zhongdao Wang, Xiangxin Zhou, Liang Zheng
https://link.springer.com/article/10.1007/s11633-022-1380-x
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1380-x
中文导读:
研究论文∣清华大学黄民烈团队
EVA2.0: Investigating Open-domain Chinese Dialogue Systems with Large-scale Pre-training
Yuxian Gu, Jiaxin Wen, Hao Sun, Yi Song, Pei Ke, Chujie Zheng, Zheng Zhang, Jianzhu Yao, Lei Liu, Xiaoyan Zhu, Minlie Huang
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1387-3
https://link.springer.com/article/10.1007/s11633-022-1387-3
研究论文∣中国人民大学金琴团队
Multimodal Pretraining from Monolingual to Multilingual
Liang Zhang, Ludan Ruan, Anwen Hu, Qin Jin
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1414-4
https://link.springer.com/article/10.1007/s11633-022-1414-4
研究论文∣中国科学院自动化所徐波团队
Offline Pre-trained Multi-agent Decision Transformer
Linghui Meng, Muning Wen, Chenyang Le, Xiyun Li, Dengpeng Xing, Weinan Zhang, Ying Wen, Haifeng Zhang, Jun Wang, Yaodong Yang, Bo Xu
https://link.springer.com/article/10.1007/s11633-022-1383-7
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1383-7
研究论文∣新加坡南洋理工大学Zhang Hanwang团队
Compositional Prompting Video-language Models to Understand Procedure in Instructional Videos
Guyue Hu, Bin He, Hanwang Zhang
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1409-1
https://link.springer.com/article/10.1007/s11633-022-1409-1
研究论文∣中国科学技术大学冯福利团队
Mitigating Spurious Correlations for Self-supervised Recommendation
Xin-Yu Lin, Yi-Yan Xu, Wen-Jie Wang, Yang Zhang, Fu-Li Feng
https://link.springer.com/article/10.1007/s11633-022-1374-8
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1374-8
中文导读:
https://mp.weixin.qq.com/s/Ig3jy1LulUsxoO8kjSQU8g
研究论文∣中国人民大学窦志成&文继荣团队
DynamicRetriever: A Pre-trained Model-based IR System Without an Explicit Index
Yu-Jia Zhou, Jing Yao, Zhi-Cheng Dou, Ledell Wu, Ji-Rong Wen
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1373-9
https://link.springer.com/article/10.1007/s11633-022-1373-9
研究论文∣山东大学宋雪萌团队
Vision Enhanced Generative Pre-trained Language Model for Multimodal Sentence Summarization
Liqiang Jing, Yiren Li, Junhao Xu, Yongcan Yu, Pei Shen, Xuemeng Song
https://www.mi-research.net/en/article/doi/10.1007/s11633-022-1372-x
https://link.springer.com/article/10.1007/s11633-022-1372-x
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∨关于Machine Intelligence Research
Machine Intelligence Research(简称MIR,原刊名International Journal of Automation and Computing)由中国科学院自动化研究所主办,于2022年正式出版。MIR立足国内、面向全球,着眼于服务国家战略需求,刊发机器智能领域最新原创研究性论文、综述、评论等,全面报道国际机器智能领域的基础理论和前沿创新研究成果,促进国际学术交流与学科发展,服务国家人工智能科技进步。期刊入选"中国科技期刊卓越行动计划",已被ESCI、EI、Scopus、中国科技核心期刊、CSCD等数据库收录。
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