Jinghan Sun |

I am a final-year CS Ph.D. student at the University of Illinois at Urbana-Champaign, advised by Prof. Marc Snir and Prof. Jian Huang. My research interests are at the intersection of machine learning (ML) and systems, with a particular focus on building efficient and reliable storage systems using machine learning. I work across the entire storage stack, from storage hardware development (e.g., solid-state drives) to system software and cloud storage platforms.

I am on the academic job market!

News

[10/2024] Our work on RL-based multi-tenant storage systems has been accepted by ASPLOS ‘25.
[09/2024] SkyBox improves the system sustainablity of modular data centers. The paper has been accepted by ACM SoCC ‘24. See you in Redmond in November!
[08/2023] Our work on learning to drive software-defined storage has been accepted by MICRO ‘23.
[05/2023] Delighted to become a research intern (again!) at Microsoft Research this summer.
[03/2023] I am honored to receive the Kenichi Miura Award from the CS Department.

Publications

(* co-primary authors)

Learning-Based Storage Systems

FleetIO: Managing Multi-Tenant Cloud Storage with Multi-Agent Reinforcement Learning

Jinghan Sun, Benjamin Reidys, Daixuan Li, Jichuan Chang, Marc Snir, Jian Huang

ASPLOS 2025

[Paper]
LeaFTL: A Learning-Based Flash Translation Layer for Solid-State Drives

Jinghan Sun, Shaobo Li, Yunxin Sun, Chao Sun, Dejan Vucinic, Jian Huang

ASPLOS 2023

[Paper] [Code]
Learning to Drive Software-Defined Solid-State Drives

Daixuan Li, Jinghan Sun, Jian Huang

MICRO 2023

[Paper] [Code]
BlockFlex: Enabling Storage Harvesting with Software-Defined Flash in Modern Cloud Platforms

Benjamin Reidys*, Jinghan Sun*, Anirudh Badam, Shadi Noghabi, Jian Huang

OSDI 2022
Memorable Paper Award Finalist at NVMW '23
[Paper] [Code]
Learning to Drive Software-Defined Storage

Jian Huang, Daixuan Li, Jinghan Sun

ML for Systems Workshop at NeurIPS 2022

[Paper] [Code]

Reliable and Secure Storage Systems

The Security War in File Systems: An Empirical Study from A Vulnerability-Centric Perspective

Jinghan Sun, Shaobo Li, Jun Xu, Jian Huang

ACM Transactions on Storage 2023

[Paper]
Pinpointing Crash-Consistency Bugs in the HPC I/O Stack: A Cross-Layer Approach

Jinghan Sun, Jian Huang, Marc Snir

SC 2021

[Paper] [Code]
Understanding and Finding Crash-Consistency Bugs in Parallel File Systems

Jinghan Sun, Chen Wang, Jian Huang, Marc Snir

HotStorage 2020

[Paper] [Code]

System Sustainability

Exploring the Efficiency of Renewable Energy-based Modular Data Centers at Scale

Jinghan Sun*, Zibo Gong*, Anup Agarwal, Shadi Noghabi, Ranveer Chandra, Marc Snir, Jian Huang.

ACM SoCC 2024

[Paper] [Code]
Redesigning Data Centers for Renewable Energy

Anup Agarwal*, Jinghan Sun*, Shadi Noghabi, Srinivasan Iyengar, Anirudh Badam, Ranveer Chandra, Srinivasan Seshan, Shivkumar Kalyanaraman.

HotNets 2021

[Paper] [Code]

Services

Reviewer

IEEE Computer Architecture Letters (CAL) 2024
ML for Systems Workshop at NeurIPS 2024

External Reviewer

VLDB 2024
ATC 2024

Artifact Evaluation Commitee

ATC 2023
SC 2021

Teaching

ECE 522 Emerging Memory and Storage Systems, UIUC, Fall 2024
CS 233: Computer Architecture, UIUC, Fall 2023
ECE 522 Emerging Memory and Storage Systems, UIUC, Spring 2023

Awards

Kenichi Miura Award – For Excellence in High-Performance Computing, UIUC, 2023
NVMW Memorable Paper Award Finalist, NVMW, 2023
Student Travel Grants, NVMW ’23 & OSDI ’22
Conference Presentation Award, UIUC, 2021 & 2023

Invited Talks

Towards a Learning-Based Storage Ecosystem, ByteDance Tech Talk, 2023
Learning-Based Flash Translation, Western Digital 2030 AI Focus Seminar, 2022

Internship Experience

Research Intern, Systems Innovation and Cloud Reliability Group @ Microsoft Research, 2023
Research Intern, Systems & Networking Group @ Microsoft Research, 2021
Research Intern, PACMAN Group @ Tsinghua University, 2019
Software Intern, Open Source Technology Center @ Intel China, 2018

Education

Ph.D. in Computer Science, University of Illinois at Urbana-Champaign, 2020 - Present
M.S. in Computer Science, University of Illinois at Urbana-Champaign, 2018 - 2020
B.S. in Computer Science, Beihang University, 2014 - 2018

I obtained my bachelor's degree at the age of 19 :)

Miscellaneous

I enjoy playing soccer in my spare time. I also love classical music. My favorite composers are J.S. Bach and Frederic Chopin, and I can play some of their shorter piano pieces.