nn-METER: Towards Accurate Latency Prediction of DNN Inference on Diverse Edge Devices von Zhang, Li Lyna, Han, Shihao, Wei, Jianyu, Zheng, Ningxin, Cao, Ting, Liu, Yunxin

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Constraint-aware and Ranking-distilled Token Pruning for Efficient Transformer Inference von Li, Junyan, Li Lyna Zhang, Xu, Jiahang, Wang, Yujing, Yan, Shaoguang, Xia, Yunqing, Yang, Yuqing, Cao, Ting, Sun, Hao, Deng, Weiwei, Zhang, Qi, Mao, Yang

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PruneAug: Bridging DNN Pruning and Inference Latency on Diverse Sparse Platforms Using Automatic Layerwise Block Pruning von Geng, Hanfei, Liu, Yifei, Zheng, Yujie, Zhang, Li Lyna, Sun, Jingwei, Wang, Yujing, Wang, Yang, Sun, Guangzhong, Yang, Mao, Cao, Ting, Liu, Yunxin

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Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers von Qi, Zhenting, Ma, Mingyuan, Xu, Jiahang, Zhang, Li Lyna, Yang, Fan, Yang, Mao

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Compresso: Structured Pruning with Collaborative Prompting Learns Compact Large Language Models von Guo, Song, Xu, Jiahang, Zhang, Li Lyna, Yang, Mao

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Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning von Huang, Xijie, Zhang, Li Lyna, Cheng, Kwang-Ting, Yang, Fan, Yang, Mao

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SwiftPruner: Reinforced Evolutionary Pruning for Efficient Ad Relevance von Zhang, Li Lyna, Homma, Youkow, Wang, Yujing, Wu, Min, Yang, Mao, Zhang, Ruofei, Cao, Ting, Shen, Wei

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Fast Hardware-Aware Neural Architecture Search von Zhang, Li Lyna, Yang, Yuqing, Jiang, Yuhang, Zhu, Wenwu, Liu, Yunxin

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rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking von Guan, Xinyu, Zhang, Li Lyna, Liu, Yifei, Shang, Ning, Sun, Youran, Zhu, Yi, Yang, Fan, Yang, Mao

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VPTQ: Extreme Low-bit Vector Post-Training Quantization for Large Language Models von Liu, Yifei, Wen, Jicheng, Wang, Yang, Ye, Shengyu, Zhang, Li Lyna, Cao, Ting, Li, Cheng, Yang, Mao

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LongRoPE: Extending LLM Context Window Beyond 2 Million Tokens von Ding, Yiran, Zhang, Li Lyna, Zhang, Chengruidong, Xu, Yuanyuan, Shang, Ning, Xu, Jiahang, Yang, Fan, Yang, Mao

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ElasticViT: Conflict-aware Supernet Training for Deploying Fast Vision Transformer on Diverse Mobile Devices von Tang, Chen, Zhang, Li Lyna, Jiang, Huiqiang, Xu, Jiahang, Cao, Ting, Zhang, Quanlu, Yang, Yuqing, Wang, Zhi, Yang, Mao

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SpaceEvo: Hardware-Friendly Search Space Design for Efficient INT8 Inference von Zhang, Li Lyna, Wang, Xudong, Xu, Jiahang, Zhang, Quanlu, Wang, Yujing, Yang, Yuqing, Zheng, Ningxin, Cao, Ting, Yang, Mao

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Boosting Mobile CNN Inference through Semantic Memory von Li, Yun, Zhang, Chen, Han, Shihao, Zhang, Li Lyna, Yin, Baoqun, Liu, Yunxin, Xu, Mengwei

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LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup von Tang, Xiaohu, Wang, Yang, Cao, Ting, Zhang, Li Lyna, Chen, Qi, Cai, Deng, Liu, Yunxin, Yang, Mao

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Learning to Rank Ace Neural Architectures via Normalized Discounted Cumulative Gain von Zhang, Yuge, Zhang, Quanlu, Zhang, Li Lyna, Yang, Yaming, Yan, Chenqian, Gao, Xiaotian, Yang, Yuqing

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Accurate and Structured Pruning for Efficient Automatic Speech Recognition von Jiang, Huiqiang, Zhang, Li Lyna, Li, Yuang, Wu, Yu, Cao, Shijie, Cao, Ting, Yang, Yuqing, Li, Jinyu, Yang, Mao, Qiu, Lili

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Compresso: Structured Pruning with Collaborative Prompting Learns Compact Large Language Models von Guo, Song, Xu, Jiahang, Li Lyna Zhang, Mao, Yang

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Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers von Zhenting Qi, Ma, Mingyuan, Xu, Jiahang, Li Lyna Zhang, Yang, Fan, Mao, Yang

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Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone von Abdin, Marah, Awan, Ammar Ahmad, Bach, Nguyen, Bahree, Amit, Bakhtiari, Arash, Bao, Jianmin, Behl, Harkirat, Bilenko, Misha, Bjorck, Johan, Cai, Martin, Cai, Qin, Chen, Weizhu, Cheng, Hao, Chopra, Parul, Dai, Xiyang, Eldan, Ronen, Gao, Jianfeng, Gao, Min, Goswami, Abhishek, Gunasekar, Suriya, Haider, Emman, Hao, Junheng, Hewett, Russell J, Hu, Wenxiang, Huynh, Jamie, Jacobs, Sam Ade, Javaheripi, Mojan, Jin, Xin, Karampatziakis, Nikos, Kauffmann, Piero, Khademi, Mahoud, Kim, Dongwoo, Kim, Young Jin, Lee, Yin Tat, Li, Yuanzhi, Liden, Lars, Lin, Xihui, Lin, Zeqi, Liu, Liyuan, Liu, Weishung, Liu, Xiaodong, Luo, Chong, Madan, Piyush, Mahmoudzadeh, Ali, Majercak, David, Mazzola, Matt, Mendes, Caio César Teodoro, Mitra, Arindam, Modi, Hardik, Nguyen, Anh, Norick, Brandon, Patra, Barun, Perez-Becker, Daniel, Portet, Thomas, Pryzant, Reid, Qin, Heyang, Radmilac, Marko, Ren, Liliang, Rosset, Corby, Roy, Sambudha, Ruwase, Olatunji, Saarikivi, Olli, Saied, Amin, Salim, Adil, Santacroce, Michael, Shah, Shital, Shang, Ning, Sharma, Hiteshi, Shen, Yelong, Shukla, Swadheen, Song, Xia, Tanaka, Masahiro, Tupini, Andrea, Vaddamanu, Praneetha, Wang, Chunyu, Wang, Guanhua, Wang, Lijuan, Wang, Shuohang, Wang, Xin, Wang, Yu, Wen, Wen, Witte, Philipp, Wu, Haiping, Wu, Xiaoxia, Wyatt, Michael, Xiao, Bin, Xu, Can, Xu, Jiahang, Xu, Weijian, Yang, Fan, Yang, Yifan, Yang, Ziyi, Yuan, Lu, Zhang, Chenruidong, Zhang, Cyril, Zhang, Jianwen, Zhang, Yi, Zhang, Yue, Zhang, Yunan, Zhou, Xiren

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