I do robotics. Let robots learn.

Hi, there. I'm Zhi Wang. I go by Leo. I'm a second-year CS PhD Student in Robotics🤖 at University of Maryland, College Park, advised by Prof. Yiannis Aloimonos. I received my Bachlor's degree in Electronic Engineering at Tsinghua University.

I'm also a research intern at Amazon FAR (Frontier AI & Robotics), working with Prof. Guanya Shi, Prof. Carlo Sferrazza, Dr. Rocky Duan, and Prof. Pieter Abbeel.

Previously, I was fortunate to work with Prof. Wenzhen Yuan at UIUC CS, Dr. Shaohan Huang at Microsoft Research and Prof. Jianyu Chen at Tsinghua IIIS.

I'm doing efficient robot learning from human data.

Goal: Let robots learn from multimodal information, like human videos and haptics, to achieve fine-grained and general-purpose robotic manipulation.

Let's chat! Feel free to book a 15-minute call with me — about research, startups, or anything else. Undergrads and master's/PhD students are all welcome. Sometimes a single 15-minute conversation is worth more than a year of messaging.

Book a 15-min Chat →

CV / GitHub / LinkedIn / X / Scholar /
Ins / WeChat / RedNote

profile photo Zhi (Leo) Wang
Robotics PhD @ UMD
Research Intern@Amazon FAR
Email: tx.leo.wz@gmail.com
Updates
Publications
HumanWAM: Training World Action Models using Human Egocentric Videos
(Work in Progress)


HumanEgo-v2: Zero-Shot Robot Learning from Minutes of Human Egocentric Videos
(Work in Progress)


Open-X-Tactile: Advancing Generalist Tactile Policy through a Unified Open Data Ecosystem
Website (Work in Progress)
Open-X-Tactile (OXT) is a community-scale tactile dataset initiative for cross-sensor, cross-platform robot learning. It brings together tactile datasets from different institutions and sensing setups under a shared standard, making it easier to explore existing sources and contribute new data to a growing open ecosystem.


HumanEgo animation
HumanEgo: Zero-Shot Robot Learning from Minutes of Human Egocentric Videos
Zhi Wang, Botao He, Kelin Yu, Seungjae Lee, Ruohan Gao, Furong Huang, Yiannis Aloimonos
Website / Paper / arXiv / Slides / Poster / Video / Talk (1h) / CodeGitHub stars / Dataset / Data Gallery / Summary (110K views)
We introduce HumanEgo, a robot-data-free, hardware-agnostic, and data-efficient pipeline that learns robot manipulation policies from minutes of raw human egocentric videos—powered by a flow matching policy with dense auxiliary objectives.


ForceBand: Learning Forceful Manipulation with sEMG
Botao He, Zhi Wang, Linna Kuang, Ishaan Ghosh, Jitendra Malik, Cornelia Fermüller, Tingfan Wu, Jiayuan Mao, Ruoshi Liu, Haozhi Qi, Yiannis Aloimonos
Website / Paper / arXiv / Video / CodeGitHub stars / Summary
ForceBand is a low-cost, wrist-worn sEMG band that predicts fingertip forces from forearm muscle activity, enabling force-enriched human demonstrations for learning forceful robot manipulation—without any force sensors on the hand.


DoorBot animation
DoorBot: Closed-Loop Task Planning and Manipulation for Door Opening in the Wild with Haptic Feedback
Zhi Wang*, Yuchen Mo*, Shengmiao Jin, Wenzhen Yuan
Website / Paper / Video / CodeGitHub stars / UIUC Summary / Dataset
Proposed DoorBot, a haptic-aware closed-loop hierarchical control framework that enables robots to explore and open different unseen doors in the wild. We test our system on 20 unseen doors across different buildings, featuring diverse appearances and mechanical types. Our framework achieves a 90% success rate, demonstrating its ability to generalize and robustly handle varied door-opening tasks.


KOSMOS-E diagram
KOSMOS-E: Learning to Follow Instruction for Robotic Grasping
Zhi Wang*, Xun Wu*, Shaohan Huang, Li Dong, Wenhui Wang, Shuming Ma, Furu Wei
Website / Paper / Video / Code
Proposed KOSMOS-E, a Multimodal Large Language Model (MLLM) that leverages instruction-following robotic grasping data to enhance capabilities for precise and intricate robotic grasping maneuvers.
Education
Experiences
Leaderships & Activities

Chair of the Electronic Engineering Hardware Group, Tsinghua University2021 - 2023

  • 30-Person Team, Tsinghua University [Website]
  • Organized two major annual, university-wide competitions, engaging over 450 participants.

Leader of Hardware and Vision Team in Future Robot Club (FuRoC), Tsinghua University2021 - 2023

  • 15-Person Team, Tsinghua University [Website] [GitHub]
  • Led the team of Tinker, a domestic service robot, participating in annual RoboCup@Home Competition.
Teaching Experience
Talks
Workshop Organization
Reviewer Service
Honors & Awards
Photography

Cities, architecture, night skies, and quiet moments — a monograph of 129 photographs across 17 series, shot on a Sony A7 IV. A fresh selection every visit.

View the Full Gallery →
MISC
🤖|📷|⚽️|🏈|🎵|🎬|🚗|✝️
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  • ⚽️ Soccer (FC Bayern: MIA SAN MIA) / 🏈 Football / 🎾 Pickleball / 🥏 Frisbee / 💪 Body Building
  • 📷 Photography (Sony A7M4) / 🎧 Music (Hip-Hop, R&B, Soul) / 🎥 Movies / 🚗 Road Trip
  • Apple / SpaceX / Tesla / Google / Insta360
  • 🗺️ Cities I've Been To — 59 cities · 🇨🇳 China 29 · 🇺🇸 US 26 · 🌍 Elsewhere 4
    🇨🇳 China — Municipalities: Beijing 北京, Shanghai 上海, Tianjin 天津, Chongqing 重庆  ·  Hong Kong 香港  ·  Guangdong 广东: Shenzhen 深圳, Foshan 佛山, Zhuhai 珠海  ·  Henan 河南: Zhengzhou 郑州, Luoyang 洛阳, Kaifeng 开封, Puyang 濮阳, Hebi 鹤壁, Anyang 安阳  ·  Jiangsu 江苏: Nanjing 南京, Suzhou 苏州, Wuxi 无锡, Lianyungang 连云港  ·  Zhejiang 浙江: Hangzhou 杭州  ·  Anhui 安徽: Bengbu 蚌埠, Chuzhou 滁州  ·  Shandong 山东: Qingdao 青岛, Zaozhuang 枣庄  ·  Yunnan 云南: Kunming 昆明, Dali 大理, Lijiang 丽江, Xishuangbanna 西双版纳  ·  Liaoning 辽宁: Shenyang 沈阳  ·  Inner Mongolia 内蒙古: Ulanqab 乌兰察布
    🇺🇸 United States — DC: Washington  ·  NY: New York  ·  PA: Pittsburgh, Philadelphia  ·  MA: Boston  ·  CT: New Haven  ·  MD: College Park  ·  IL: Champaign, Chicago  ·  OH: Cleveland, Columbus, Cincinnati  ·  IN: Indianapolis  ·  SD: Wall  ·  WY: Jackson  ·  WA: Seattle  ·  FL: Tampa  ·  CA: Sacramento, Sausalito, San Francisco, San Jose, Palo Alto, Mountain View, Cupertino, Sunnyvale, Santa Clara
    🌍 Elsewhere — Tokyo 🇯🇵, Abu Dhabi 🇦🇪, Bordeaux 🇫🇷, Amsterdam 🇳🇱
  • 🎤 Concerts I've Been To — 15 shows · 🇨🇳 China 8 · 🇺🇸 US 7
    🇨🇳 China — David Tao 陶喆 (Shenyang 沈阳), Kanye West (Shanghai 上海), MC HotDog 热狗 (Beijing 北京), Shing02 (Beijing 北京), Mayday 五月天 (Beijing 北京), Echo (Qingdao 青岛), Pharaoh 法老 (Beijing 北京), Leehom Wang 王力宏 (Beijing 北京)
    🇺🇸 United States — David Tao 陶喆 (New York), Kanye West (Tampa), Laufey (Washington, D.C.), RAYE (Washington, D.C.), Rich Brian (Silver Spring), Lady Gaga (Washington, D.C.), Hamilton – the musical (Boston)
  • 🧍 Persons Who I Admire: My Mom, Kaká, Leo Messi, Thomas Müller, Elon Musk, Kanye West, David Tao, RAYE
  • 🤖Entrepreneurship: I have always longed to have my own company, leading a team to develop some interesting and useful robot products. I'm currently formulating my ideas. If you are also interested in this, let's chat!
  • ✝️ I'm Christian since 2026/09/06 2:15pm at CFC Berkeley