Arash Akbari

PhD Student at Northeastern University · akbari.ara@northeastern.edu

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I am a PhD student in Computer Engineering at Northeastern University, advised by Prof. Yanzhi Wang. I work on vision-language-action (VLA) models and world action models, with a focus on making physical AI more efficient and practical to deploy in the real world.

I earned my M.S. in Computer Engineering from Northeastern University and my B.Sc. in Computer Science from the University of Tehran. I have also been a research intern at CNRS with Timothée Masquelier and at CISPA with Xiao Zhang.

Feel free to reach out via email if you’d like to discuss research or potential collaborations.

News

May 21, 2026 Our paper Cross-Platform Scaling of Vision-Language-Action Models from Edge to Cloud GPUs was accepted at GLSVLSI 2026.
Apr 01, 2026 Earned my M.S. in Computer Engineering from Northeastern University, with a concentration in Computer Vision, Machine Learning, and Algorithms (CVLA), along the way to my Ph.D.
Aug 01, 2025 Our paper Beyond Overall Accuracy: Pose- and Occlusion-driven Fairness Analysis in Pedestrian Detection for Autonomous Driving was accepted at IEEE ITSC 2025.
Mar 15, 2025 Our paper Moxin-LLM was accepted to SCI-FM @ ICLR’25.
Sep 01, 2024 Started my direct PhD in Computer Engineering at Northeastern University with Prof. Yanzhi Wang.

Selected Publications see all publications

  1. Preprint
    Flash-WAM: Modality-Aware Distillation for World Action Models
    Arman Akbari, Ci Zhang, Arash Akbari, Lin Zhao, Yixiao Chen, Weiwei Chen, Xuan Zhang, Geng Yuan, and Yanzhi Wang
    arXiv preprint arXiv:2606.05254, 2026
  2. Preprint
    ActQuant: Sub-4-bit Action-Guided Quantization for Vision-Language-Action Models
    Arash Akbari, Arman Akbari, Masih Eskandar, Qitao Tan, Yixiao Chen, Jingwu Luo, Bertha Pangaribuan, Liyun Zhang, Jennifer Dy, Geng Yuan, Xue Lin, Gaowen Liu, Stratis Ioannidis, and Yanzhi Wang
    arXiv preprint arXiv:2605.24011, 2026
  3. Preprint
    PhyGround: Benchmarking Physical Reasoning in Generative World Models
    Juyi Lin*Arash Akbari*, Yumei He, Lin Zhao, Haichao Zhang, Arman Akbari, Xingchen Xu, Zoe Y. Lu, Enfu Nan, Hokin Deng, Edmund Yeh, Sarah Ostadabbas, Yun Fu, Jennifer Dy, Pu Zhao, and Yanzhi Wang
    arXiv preprint arXiv:2605.10806, 2026
  4. GLSVLSI
    Cross-Platform Scaling of Vision-Language-Action Models from Edge to Cloud GPUs
    Amir Taherin, Juyi Lin, Arash Akbari, Arman Akbari, Pu Zhao, Weiwei Chen, David Kaeli, and Yanzhi Wang
    In ACM Great Lakes Symposium on VLSI (GLSVLSI), 2026
  5. Tech Report
    Open-Source Multimodal Moxin Models with Moxin-VLM and Moxin-VLA
    Pu Zhao, Arash Akbari, Xuan Shen, Zhenglun Kong, Yumei Shen, Sung-En Chang, Timothy Rupprecht, Lei Lu, Enfu Nan, and  others
    2025
  6. ITSC
    Beyond Overall Accuracy: Pose- and Occlusion-driven Fairness Analysis in Pedestrian Detection for Autonomous Driving
    Mohammad Khoshkdahan, Arman Akbari, Arash Akbari, and Xuan Zhang
    In IEEE International Conference on Intelligent Transportation Systems (ITSC), 2025
  7. ICLR
    7B Fully Open Source Moxin-LLM – From Pretraining to GRPO-based Reinforcement Learning Enhancement
    Pu Zhao, Xuan Shen, Zhenglun Kong, Yixin Shen, Sung-En Chang, Arash Akbari, Timothy Rupprecht, Lei Lu, Enfu Nan, Changdi Yang, and  others
    In SCI-FM @ ICLR Workshop, 2025
  8. ICEE
    A 2D Geometry Based Grasping Pose Generation Algorithm for a Two-Finger Robot Hand
    Arash Akbari, Arman Akbari, and Mehdi Tale Masouleh
    Iranian Conference on Electrical Engineering (ICEE), 2023

Education

Ph.D. in Computer Engineering
Sep 2024 – Present
Advisor: Prof. Yanzhi Wang.
M.S. in Computer Engineering
Sep 2024 – Apr 2026
CVLA concentration: Computer Vision, Machine Learning, and Algorithms. Earned along the way to my Ph.D.
B.Sc. in Computer Science
University of Tehran · Tehran, Iran
2020 – 2024
GPA: 3.89/4.0 — Ranked 4th.

Experience

Research Assistant
Sep 2024 – Present
Summer Research Intern
Jul 2023 – Sep 2023
Research Intern
Jan 2023 – May 2023
Research Assistant, TaarLab (Human–Robot Interaction)
University of Tehran · Tehran, Iran
Jun 2022 – Feb 2023