RobRun: Upgrade Devices with Promptable Intelligence

Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment

Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu

The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025

DOI Publication

Making Every Frame Matter: Continuous Video Understanding for Large Models via Adaptive State Modeling

Hao Wu, Donglin Bai, Shiqi Jiang, Qianxi Zhang, Yifan Yang, Ting Cao, Fengyuan Xu

October 2024

DOI Publication Publication

LUT Tensor Core: Lookup Table Enables Efficient Low-Bit LLM Inference Acceleration

Zhiwen Mo, Lei Wang, Jianyu Wei, Zhichen Zeng, Shijie Cao, Lingxiao Ma, Naifeng Jing, Ting Cao, Jilong Xue, Fan Yang, Mao Yang

August 2024

DOI Publication Publication

T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge

Jianyu Wei, Shijie Cao, Ting Cao, Lingxiao Ma, Lei Wang, Yanyong Zhang, Mao Yang

June 2024

DOI Publication Publication

BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation

Dayou Du, Yijia Zhang, Shijie Cao, Jiaqi Guo, Ting Cao, Xiaowen Chu, Ningyi Xu

February 2024

DOI Publication Publication

LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup

Xiaohu Tang, Yang Wang, Ting Cao, Li Lyna Zhang, Qi Chen, Deng Cai, Yunxin Liu, Mao Yang

The 29th Annual International Conference On Mobile Computing And Networking (MobiCom’23) | October 2023

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-november-8-2023/

Publication

Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment

Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu

The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025

DOI Publication

LUT Tensor Core: Lookup Table Enables Efficient Low-Bit LLM Inference Acceleration

Zhiwen Mo, Lei Wang, Jianyu Wei, Zhichen Zeng, Shijie Cao, Lingxiao Ma, Naifeng Jing, Ting Cao, Jilong Xue, Fan Yang, Mao Yang

August 2024

DOI Publication Publication

T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge

Jianyu Wei, Shijie Cao, Ting Cao, Lingxiao Ma, Lei Wang, Yanyong Zhang, Mao Yang

June 2024

DOI Publication Publication

BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation

Dayou Du, Yijia Zhang, Shijie Cao, Jiaqi Guo, Ting Cao, Xiaowen Chu, Ningyi Xu

February 2024

DOI Publication Publication

Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment

Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu

The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025

DOI Publication

Making Every Frame Matter: Continuous Video Understanding for Large Models via Adaptive State Modeling

Hao Wu, Donglin Bai, Shiqi Jiang, Qianxi Zhang, Yifan Yang, Ting Cao, Fengyuan Xu

October 2024

DOI Publication Publication

Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment

Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu

The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025

DOI Publication

LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup

Xiaohu Tang, Yang Wang, Ting Cao, Li Lyna Zhang, Qi Chen, Deng Cai, Yunxin Liu, Mao Yang

The 29th Annual International Conference On Mobile Computing And Networking (MobiCom’23) | October 2023

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-november-8-2023/

Publication

Making Every Frame Matter: Continuous Video Understanding for Large Models via Adaptive State Modeling

Hao Wu, Donglin Bai, Shiqi Jiang, Qianxi Zhang, Yifan Yang, Ting Cao, Fengyuan Xu

October 2024

DOI Publication Publication

LUT Tensor Core: Lookup Table Enables Efficient Low-Bit LLM Inference Acceleration

Zhiwen Mo, Lei Wang, Jianyu Wei, Zhichen Zeng, Shijie Cao, Lingxiao Ma, Naifeng Jing, Ting Cao, Jilong Xue, Fan Yang, Mao Yang

August 2024

DOI Publication Publication

T-MAC: CPU Renaissance via Table Lookup for Low-Bit LLM Deployment on Edge

Jianyu Wei, Shijie Cao, Ting Cao, Lingxiao Ma, Lei Wang, Yanyong Zhang, Mao Yang

June 2024

DOI Publication Publication

BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation

Dayou Du, Yijia Zhang, Shijie Cao, Jiaqi Guo, Ting Cao, Xiaowen Chu, Ningyi Xu

February 2024

DOI Publication Publication

Babel: A Scalable Pre-trained Model for Multi-Modal Sensing via Expandable Modality Alignment

Shenghong Dai, Shiqi Jiang, Yifan Yang, Ting Cao, Mo Li, Suman Banerjee, Lili Qiu

The 23rd ACM Conference on Embedded Networked Sensor Systems (SenSys ’25) | February 2025

DOI Publication

LUT-NN: Empower Efficient Neural Network Inference with Centroid Learning and Table Lookup

Xiaohu Tang, Yang Wang, Ting Cao, Li Lyna Zhang, Qi Chen, Deng Cai, Yunxin Liu, Mao Yang

The 29th Annual International Conference On Mobile Computing And Networking (MobiCom’23) | October 2023

Microsoft Research Focus http://approjects.co.za/?big=en-us/research/blog/research-focus-week-of-november-8-2023/

Publication