Mengtian Li

Researcher, OpenAI

Joined

July 2019

Names

Mengtian Li (Preferred)

Emails

****@cs.cmu.edu (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Homepage

Career & Education History

Researcher

OpenAI (openai.com)

2024 – Present

Software Engineer

Waymo LLC (waymo.com)

2022 – 2024

PhD student

School of Computer Science, Carnegie Mellon University (cs.cmu.edu)

2017 – 2022

Advisors, Relations & Conflicts

PhD Advisor

Deva Ramanan

2017 – 2022

Expertise

resource-constrained learning and inference

Present

efficient object detection

Present

autonomous driving

Present

VLM

Present

LLM

Present

Publications

World-simulation as pre-training for scalable perception
Hao Xiang, Zhaoqi Leng, Alex Zihao Zhu, Kan Chen, Mengtian Li, Xia Chen, Yingwei Li, Tong He, Yanhui Liang, Junwen Yao, Yan Xu, Anant Subramanian, Cheolho Park, Runsheng Xu, Dragomir Anguelov, Mingxing Tan
- Submitted to ICLR 2025
- Readers: Everyone
Learning Lightweight Object Detectors via Multi-Teacher Progressive Distillation
Shengcao Cao, Mengtian Li, James Hays, Deva Ramanan, Yu-Xiong Wang, Liangyan Gui
- ICML 2023 Poster
- Readers: Everyone
Learning Lightweight Object Detectors via Progressive Knowledge Distillation
Shengcao Cao, Mengtian Li, James Hays, Deva Ramanan, Yu-Xiong Wang, Liangyan Gui
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone
Forecasting from LiDAR via Future Object Detection
Neehar Peri, Jonathon Luiten, Mengtian Li, Aljosa Osep, Laura Leal-Taixé, Deva Ramanan
- 2022 (modified: 16 Nov 2022)
- CVPR 2022
- Readers: Everyone
FOVEA: Foveated Image Magnification for Autonomous Navigation
Chittesh Thavamani, Mengtian Li, Nicolas Cebron, Deva Ramanan
- 2021 (modified: 16 Nov 2022)
- ICCV 2021
- Readers: Everyone
Neighborhood-Aware Neural Architecture Search
Xiaofang Wang, Shengcao Cao, Mengtian Li, Kris M. Kitani
- 28 Sept 2020 (modified: 05 May 2023)
- ICLR 2021 Conference Blind Submission
- Readers: Everyone
Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints
Mengtian Li, Ersin Yumer, Deva Ramanan
- 2020 (modified: 16 Nov 2022)
- ICLR 2020
- Readers: Everyone
Towards Streaming Perception
Mengtian Li, Yu-Xiong Wang, Deva Ramanan
- 2020 (modified: 16 Nov 2022)
- ECCV (2) 2020
- Readers: Everyone
Photo-Sketching: Inferring Contour Drawings From Images
Mengtian Li, Zhe L. Lin, Radomír Mech, Ersin Yumer, Deva Ramanan
- 2019 (modified: 16 Nov 2022)
- WACV 2019
- Readers: Everyone
Brute-Force Facial Landmark Analysis With a 140, 000-Way Classifier
Mengtian Li, László A. Jeni, Deva Ramanan
- 2018 (modified: 16 Jul 2019)
- AAAI 2018
- Readers: Everyone

View all 12 publications

Co-Authors

View all 34 co-authors