Qilin Chen

qcql@me.com

Email  |  GitHub

I'm persuing my Master of Science degree in Computer Science Department, Tsinghua University. I've got my Bachelor of Engineering degree in Computer Science and Technology from Shanghai Jiao Tong University.

My Research Interests lie in the broad area of Multi-Modal LLMs, LLM Systems and Wireless Computing.

• Tsinghua University, Beijing, China Sep. 2022 -

  Master Degree candidate in Computer Science and Technology

• Shanghai Jiao Tong University, Shanghai, China Sep. 2017 - Jun. 2021

  B.Eng. in Computer Science and Technology

Qilin Chen, et al. "IBundle: Memory-Efficient Large Language Model Serving with Edge-Cloud Iteration-Bundle-Level Batching" Under Review, Aug. 2024

Qilin Chen, et al. "HELMoS: Memory- and Computation-Efficient Serving for Large Language Models on Heterogeneous GPUs" Under Review, Jun. 2024

Renhao Fan, Yikai Cui, Qilin Chen, Mingyu Wang, Youhui Zhang, Weimin Zheng, Zhaolin Li. "MAICC : A Lightweight Many-core Architecture with In-Cache Computing for Multi-DNN Parallel Inference" IEEE/ACM International Symposium on Microarchitecture(MICRO), Oct. 2023

Hao Kong, Xiangyu Xu, Jiadi Yu and Qilin Chen, Chenguang Ma, Yingying Chen, Yi-Chao Chen, Linghe Kong. "m^3Track: mmWave-based Multi-User 3D Posture Tracking". ACM International Conference on Mobile Systems, Applications, and Services(MobiSys), Jun. 2022

1. LLM Algorithm design & support for AliPay app Jun 2024 - Oct 2024
   ML Engineer Internship, Ant Group
   
   Led the ACT (Transformer for ACTions) LLM-Agent project, utilizing Qwen-VL and an XPath-based decision tree, achieving 85% accuracy in execution plan generation and replication.



2. Multi-Modal LLM design Jun 2023 - Mar 2024
   ML Engineer Internship, Kwai Technology
   
   Designed Multimodal-based LLMs (Large-Language-Models) for comments generation by video clips and texts, which was deployed on Kwai app for comments generation and clips classification. Explored multimodal capabilities of LLMs at the output end, designing corresponding architectures.



3. Algorithm design & development for Multi-Modal detection Dec 2020 - Mar 2021
   Research Internship, Ant Group
   
   I developed a real-time non-contact detection system of breathing and heartbeat based on 5G-IOT devices (including algorithm design, software and hardware development). Also, I realized applications such as user authentication and motion recognition based on the mixed features of Doppler and millimeter-level displacement.



4. Developer for data visualization system of air traffic control Jul 2019 - Oct 2019
   Software Development Internship, The 28th Research Institute of China Electronics (NRIEE)
   
   I developed data visualization toolkits based on Echarts and D3.js, which integrates multi-source data using Neo4j graph database and Jieba NLP packages. I also added the function of flight delay prediction and forecast to the platform.

1. Financial LLM: ChatFinance [Code]

   Developed a LLM system with multi-layer knowledge retrieval to analyse financial reports (PDFs) and answer finance-related open questions.

2. mPose3D [Code]

   mPose3D aims at human pose estimation and implements standard python API from Texas Instrument (TI) mmWave hardware IWR1443 and DCA1000EVM.

3. mmVital-Signs [Code]

   TBased on single Periodic linearly-increasing frequency chirps (known as Frequency-Modulated Continuous Wave (FMCW)), mmVital-Signs can actively measure human breathing and heartbeat frequency, the project can be implemented in a production environment now.

1. TangZeSheng Scholarship (Top 10%) Tsinghua University 2024
2. Siebel Scholar, Class of 2025 2024
3. Outstanding Graduation Thesis (Top 5%) SJTU CSE Department 2021
4. Class-B Scholarship (Top 10%) Shanghai Jiao Tong University 2020
5. Class-B Scholarship (Top 10%) Shanghai Jiao Tong University 2019

1. Silver Medal (top 2%), Kaggle - Predict US Stocks Closing Movements. 2024.05
2. Silver Medal (top 2%), Kaggle - LLM Science Exam. 2023.10
3. Silver Prize, CVPR Image Matching Challenge 2023. 2023.06
4. 6th Prize, Xuelang Data Computing Developer Championship 2022. 2023.03
5. Outstanding Award, ChinaVis-2020 Data Visualization Contest 2020.05

1. Volunteer@ ACM TURC 2019 May 2019
2. Student Member Association for Computing Machinery (ACM)
3. Student Member China Computer Federation (CCF)