Skip to content
STAGE 04 · TALENT RADAR 資料 2026-06-10 数据 2026-06-10 · today

人才雷達 人才雷达

Talent Radar

從論文池反推 — 誰該聘 · 哪些方向在加速 · 哪些組織在攻頂 从论文池反推 — 谁该聘 · 哪些方向在加速 · 哪些组织在攻顶

每項推薦皆附論文級佐證。系統 從不儲存或顯示電子郵件 每项推荐皆附论文级佐证。系统 从不存储或显示邮箱

本週簡報 本周简报 / This Week

01

HR 候選人短名單 HR 候选人短名单

/ HR Scout · 50
HR 需求台 → HR 需求台 → 完整隊列 → 完整队列 →

從 989 名研究員中漏出 50 位進入候選池 · HOT 28 通過完整門檻 · WARM 16 缺一道門檻 · WATCH 6 ⚡ 異常爆點 从 989 名研究员中漏出 50 位进入候选池 · HOT 28 通过完整门槛 · WARM 16 缺一道门槛 · WATCH 6 ⚡ 异常爆点

HOT · 通過完整門檻 HOT · 通过完整门槛 28
#2 Wuyang Luan Jilin University Flow Matching 2 · 90d
#3 Kewei Chen Sun Yat-sen University 3 · 90d
#4 Riad Ahmed University of New Hampshire Flow MatchingImitation Learning 3 · 90d
#5 Anya Singh Banasthali University 2 · 90d
#6 Bin Yu Southern Medical University VLA Generalist 2 · 90d
#7 Borong Zhang 北大 2 · 90d
#8 Hao Wang Chinese Academy of Tropical Agricultural Sciences 2 · 90d
#9 Haonan Chen Shanghai University of Engineering Science 2 · 90d
#10 Jianke Zhang Washington University in St. Louis 2 · 90d
#11 Jindou Jia Nanyang Technological University Flow Matching 2 · 90d
#12 Jinhao Zhang Washington University in St. Louis Diffusion Policy 2 · 90d
#13 Josef Chen Ruijin Hospital 2 · 90d
#14 Liu The University of Adelaide 2 · 90d
#15 Rui Wang Xi'an Jiaotong University 2 · 90d
#16 Wei Li Wuhan University of Technology 2 · 90d
#17 Wenhao Li Wuhan University of Technology VLA Generalist 2 · 90d
#18 Xiang Zhu Institute of Science Tokyo 2 · 90d
#19 Xiaolong Wang UCSD 2 · 90d
#20 Xiaoyuan Cheng UCL Diffusion Policy 2 · 90d
#21 Xueyang Zhou Chongqing University 2 · 90d
#22 Yi Ru Wang Changchun University of Chinese Medicine 2 · 90d
#23 Yucen Wang Changchun University of Chinese Medicine Inverse Dynamics Models 2 · 90d
#24 Yueh-hua Wu Artificial Intelligence in Medicine (Canada) 2 · 90d
#25 Yuhua Jiang 复旦 Flow Matching 2 · 90d
#26 Zhaoting Li Delft University of Technology Diffusion PolicyImitation Learning 2 · 90d
#27 Zijian Song Tianjin University 2 · 90d
#28 Zijian Zeng Urbana University Sim-to-Real 2 · 90d
WARM · 缺一道門檻 WARM · 缺一道门槛 16 +8 →

補上隸屬機構或下一篇高評論文後即進入 HOT。 补上隶属机构或下一篇高评论文后即进入 HOT。

Runze Li 1

MISSING paper count < 2

Xiaokang Liu 1
VLA Generalist

MISSING paper count < 2

Xinkai Wang 1

MISSING paper count < 2

Zihao Zheng 4
org: unknown
VLA Generalist

MISSING affiliation + durable signal unknown

Anh-quan Pham 2
org: unknown

MISSING affiliation + durable signal unknown

WATCH · ⚡ 異常爆點 · 單篇高評 WATCH · ⚡ 异常爆点 · 单篇高评 6 click to expand →

單篇 ⚡ 評級的作者,無已知機構。可能是新生力量,也可能是匿名/化名。 单篇 ⚡ 评级的作者,无已知机构。可能是新生力量,也可能是匿名/化名。

#1 Haoquan Fang 1 · 90d
#2 Myungkyu Koo 1 · 90d
#3 Qiuyue Wang 1 · 90d
#4 Shizhe Chen 1 · 90d
#5 Thomason 1 · 90d
#6 Zhaofeng Hu 1 · 90d
02

方法族速度榜 方法族速度榜

/ Velocity Board
全部 26 → 全部 26 →

每行為一個方法族。長條長度 = |加速度| 相對最大值;顏色 = 加速(琥珀)/ 衰退(紅)。資料來自 field-state-*.json(機械化,零 LLM)。 每行为一个方法族。条形长度 = |加速度| 相对最大值;颜色 = 加速(琥珀)/ 衰退(红)。数据来自 field-state-*.json(机械化,零 LLM)。

  1. 01 AI Agent Infra +200% 4/2
  2. 02 AI MCP (Model Context Protocol) +200% 2/1
  3. 03 AI Explicit Reasoning (CoT / Search) +200% 2/1
  4. 04 VLA World Model Dynamics +116% 23/18
  5. 05 VLA VLA Generalist +111% 60/63
  6. 06 AI Vertical Agents +100% 5/5
  7. 07 VLA VLA Generalist +90% 18/17
  8. 08 AI Frontier Models +83% 5/6
新冒頭新冒头 · EMERGING · prior volume = 0
03

產能最高的實驗室 产能最高的实验室

/ Top Labs · 90d
全部 52 → 全部 52 →

清华

師徒 →
90d 13 7d 0 Last: 2026-03-13 (89d)
研究焦點:研究焦点: Dexterous ManipulationInverse Dynamics ModelsRobot Safety
04

研究員觀察名單 研究员观察名单

/ Watchlist · 394
全部 989 → 全部 989 →

五個區塊串起關係 → 評分 → 名單:§4a 實驗室共享方法、§4b 研究員 × 方法族圖譜、§4c 評分散點(為什麼 ⚡ 那麼少)、§4d 方法族 × 評分熱力圖、§4e 全部已評級研究員。 五个区块串起关系 → 评分 → 名单:§4a 实验室共享方法、§4b 研究员 × 方法族图谱、§4c 评分散点(为什么 ⚡ 那么少)、§4d 方法族 × 评分热力图、§4e 全部已评级研究员。

§4a 實驗室聚類圖 · 共享方法的實驗室會被一條線連起來 实验室聚类图 · 共享方法的实验室会被一条线连起来 · Lab × Lab method-overlap network
清华 ↔ 浙大: Dexterous Manipulation 清华 ↔ 上交: Inverse Dynamics Models Berkeley ↔ ETH: Cross-Embodiment Foundation Models NVIDIA · 16 signals · Computer Use (Desktop), Frontier Models NVIDIA 16 · 90d Computer Use (Desktop) · Frontier Models 清华 · 13 signals · Dexterous Manipulation, Inverse Dynamics Models, Robot Safety 清华 13 · 90d Dexterous Manipulation · Inverse Dynamics Models 浙大 · 3 signals · Dexterous Manipulation 浙大 3 · 90d Dexterous Manipulation CMU · 5 signals · Video Generation for Robotics CMU 5 · 90d Video Generation for Robotics Berkeley · 5 signals · Agentic Coding, Imitation Learning, Cross-Embodiment Foundation Models Berkeley 5 · 90d Agentic Coding · Imitation Learning Meta · 4 signals · no methods Meta 4 · 90d DeepMind · 4 signals · no methods DeepMind 4 · 90d Microsoft · 3 signals · no methods Microsoft 3 · 90d LIBERO Team · 3 signals · no methods LIBERO Team 3 · 90d Stanford · 2 signals · no methods Stanford 2 · 90d 中科院 · 2 signals · no methods 中科院 2 · 90d ETH · 4 signals · Autoregressive Action, Cross-Embodiment Foundation Models ETH 4 · 90d Autoregressive Action · Cross-Embodiment Foundation Models Princeton · 3 signals · Diffusion Policy Princeton 3 · 90d Diffusion Policy 上交 · 2 signals · Inverse Dynamics Models 上交 2 · 90d Inverse Dynamics Models
14 實驗室实验室 · 3 連線连线 · 5 有連線有连线 · 9 孤立(獨佔方向)孤立(独占方向)
連接最多實驗室的方法(人才戰場) 连接最多实验室的方法(人才战场) · hub methods
  • Dexterous Manipulation 2 labs · 1 edges
  • Inverse Dynamics Models 2 labs · 1 edges
  • Cross-Embodiment Foundation Models 2 labs · 1 edges
§4b 研究員 × 方法族 圖譜 研究员 × 方法族 图谱 · 91 researchers anchored to method families · 3 polymaths
POLYMATH ZONE 18 Diffusion Policy 16 Flow Matching 15 VLA Generalist 14 Imitation Learning 8 Inverse Dynamics Models 8 Dexterous Manipulation 5 Async Inference 4 Cross-Embodiment Foundation Models 3 Loco-Manipulation 3 Mobile Manipulation 🔧 Jinhao Zhang · Washington University in St. Louis 🔧 Kangye Ji · unaffiliated 🔧 Xiaoyuan Cheng · UCL 🔧 Haoran Huang · unaffiliated 🔧 Hongyu Yan · unaffiliated 🔧 Jingyan Zhang · Washington University in St. Louis 🔧 Peiyan Li · unaffiliated 🔧 Qureshi · unaffiliated 🔧 Raktim Gautam Goswami · unaffiliated 🔧 Salma Mozaffari · Princeton 🔧 Shangqun Yu · unaffiliated 🔧 Site Hu · Midea Group (China) 🔧 Teng Xue · unaffiliated 🔧 Tuo An · unaffiliated 🔧 Wenxuan Song · unaffiliated 🔧 Youqiang Gui · unaffiliated 🔧 Zhexuan Zhou · Tony 🔧 Zhaoting Li · Delft University of Technology · bridges Imitation Learning ⚡ Tony Zhao · Stanford ⚡ Wuyang Luan · Jilin University 🔧 Jindou Jia · Nanyang Technological University 🔧 Yuhua Jiang · 复旦 🔧 Daichi Yashima · Keio University 🔧 Han Fang · unaffiliated 🔧 Jiayi Chen · Ruijin Hospital 🔧 Kuanning Wang · Anhui Medical University 🔧 Qian He · unaffiliated 🔧 Shuoheng Zhang · Zhejiang University of Science and Technology 🔧 Tianyi Zhang · Chinese Academy of Medical Sciences & Peking Union Medical College 🔧 Tianyu Li · Liaoning University 🔧 Yuxiang Lu · Guiyang Medical University 🔧 Ziqian Wang · Henan University of Technology 🔧 Zunzhe Zhang · Utah State University 🔧 Riad Ahmed · University of New Hampshire · bridges Imitation Learning ⚡ Xiaokang Liu · Tencent (China) ⚡ Zhuo Li · East China Jiaotong University 🔧 Zihao Zheng · unaffiliated 🔧 Bin Yu · Southern Medical University 🔧 Wenhao Li · Wuhan University of Technology 🔧 Jiarun Zhu · Northwestern Polytechnical University 🔧 Jin Shi · Xidian University 🔧 Johnathan Tucker · unaffiliated 🔧 Yanyan Zhang · University of Science and Technology of China 🔧 Yizhi Chen · 北航 🔧 Yuan Liu · Northwestern Polytechnic University 🔧 Yuanfang Peng · unaffiliated 🔧 Yunpeng Mei · unaffiliated 🔧 Zhongxi Chen · 南大 🔧 Amirhosein Alian · unaffiliated 🔧 Byung-ju Kim · Yonsei University 🔧 Constant Roux · unaffiliated 🔧 Fawad Javed Fateh · unaffiliated 🔧 Gehan Zheng · 上交 🔧 Kana Miyamoto · unaffiliated 🔧 Lakshita Dodeja · unaffiliated 🔧 Masaki Murooka · unaffiliated 🔧 Niklas Funk · unaffiliated 🔧 Yichen Xie · Ministry of Agriculture 🔧 Yilong Wang · Changchun University of Chinese Medicine 🔧 Yue Feng · unaffiliated 🔧 Yucen Wang · Changchun University of Chinese Medicine 🔧 Kerui Li · Zhongyuan University of Technology 🔧 Manish Kumar Govind · unaffiliated 🔧 Mengya Liu · unaffiliated 🔧 Qiwei Li · China Academy of Space Technology 🔧 Wenyao Zhang · Changchun University of Science and Technology 🔧 Yihan Lin · Sun Yat-sen University 🔧 Zuojin Tang · unaffiliated · bridges VLA Generalist 🔧 Christopher Ford · Bristol Robotics Laboratory 🔧 Ethan Foong · unaffiliated 🔧 Senlan Yao · unaffiliated 🔧 Zhe Xu · Nanjing Agricultural University 🔧 Zhen Zhang · Utah State University 🔧 Zheng · unaffiliated 🔧 Zhixuan Xu · Nanjing Agricultural University 🔧 Zhuohang Li · Zhejiang Sci-Tech University 🔧 Ayoub Agouzoul · unaffiliated 🔧 Bosun Liang · unaffiliated 🔧 Dong Jing · unaffiliated 🔧 Junnan Nie · unaffiliated 🔧 Yuanchang Liang · National University of Singapore 🔧 Shuanghao Bai · unaffiliated 🔧 Jaehyeon Son · unaffiliated 🔧 Maximus Pace · unaffiliated 🔧 Pablo Ortega-kral · CMU 🔧 Hojune Kim · Korea Atomic Energy Research Institute 🔧 Jia Zheng · unaffiliated 🔧 Kevin Lin · Space Micro (United States) 🔧 Jia Syuen Lim · National University of Singapore 🔧 Pau Montagut Bofi · unaffiliated 🔧 Ziyu Shan · Nanyang Technological University
⚡ 評級⚡ 评级 🔧 評級🔧 评级 橋樑(雙方法)桥梁(双方法) 10 方法族方法族 · 91 已上圖已上图 · 303 無法歸類无法归类
橋樑型研究員 桥梁型研究员 · POLYMATHS · cross-method authors 同時在兩個方法族上發過論文 — 通常最值得首先約訪 同时在两个方法族上发过论文 — 通常最值得首先约访
§4c 評分散點 · 為什麼 ⚡ 那麼少 评分散点 · 为什么 ⚡ 那么少 · 235 researchers · x=papers (90d, log) · y=rating · colour=primary method
🔧 📖 1 2 4 papers · 90d ⚡ Tony Zhao · 3 papers · Flow Matching · Stanford ⚡ Wuyang Luan · 2 papers · Flow Matching · Jilin University ⚡ Xiaokang Liu · 1 papers · VLA Generalist · Tencent (China) ⚡ Zhuo Li · 1 papers · VLA Generalist · East China Jiaotong University 🔧 Zihao Zheng · 4 papers · VLA Generalist · unaffiliated 🔧 Riad Ahmed · 3 papers · Flow Matching · University of New Hampshire 🔧 Zhaoting Li · 2 papers · Diffusion Policy · Delft University of Technology 🔧 Bin Yu · 2 papers · VLA Generalist · Southern Medical University 🔧 Jinhao Zhang · 2 papers · Diffusion Policy · Washington University in St. Louis 🔧 Jindou Jia · 2 papers · Flow Matching · Nanyang Technological University 🔧 Wenhao Li · 2 papers · VLA Generalist · Wuhan University of Technology 🔧 Xiaoyuan Cheng · 2 papers · Diffusion Policy · UCL 🔧 Yucen Wang · 2 papers · Inverse Dynamics Models · Changchun University of Chinese Medicine 🔧 Shuanghao Bai · 2 papers · Cross-Embodiment Foundation Models · unaffiliated 🔧 Kangye Ji · 2 papers · Diffusion Policy · unaffiliated 🔧 Zuojin Tang · 2 papers · Inverse Dynamics Models · unaffiliated 🔧 Yuhua Jiang · 2 papers · Flow Matching · 复旦 🔧 Zijian Zeng · 2 papers · Sim-to-Real · Urbana University 🔧 Ziqian Wang · 1 papers · Flow Matching · Henan University of Technology 🔧 Zhexuan Zhou · 1 papers · Diffusion Policy · Tony 🔧 Raktim Gautam Goswami · 1 papers · Diffusion Policy · unaffiliated 🔧 Jia Zheng · 1 papers · Loco-Manipulation · unaffiliated 🔧 Mengya Liu · 1 papers · Inverse Dynamics Models · unaffiliated 🔧 Amirhosein Alian · 1 papers · Imitation Learning · unaffiliated 🔧 Yunpeng Mei · 1 papers · VLA Generalist · unaffiliated 🔧 Nan Sun · 1 papers · Embodied CoT · unaffiliated 🔧 Yilong Wang · 1 papers · Imitation Learning · Changchun University of Chinese Medicine 🔧 Jaehyeon Son · 1 papers · Cross-Embodiment Foundation Models · unaffiliated 🔧 Yizhi Chen · 1 papers · VLA Generalist · 北航 🔧 Han Fang · 1 papers · Flow Matching · unaffiliated 🔧 Pau Montagut Bofi · 1 papers · Mobile Manipulation · unaffiliated 🔧 Junnan Nie · 1 papers · Async Inference · unaffiliated 🔧 Hojune Kim · 1 papers · Loco-Manipulation · Korea Atomic Energy Research Institute 🔧 Dong Jing · 1 papers · Async Inference · unaffiliated 🔧 Fawad Javed Fateh · 1 papers · Imitation Learning · unaffiliated 🔧 Zhongxi Chen · 1 papers · VLA Generalist · 南大 🔧 Kevin Lin · 1 papers · Loco-Manipulation · Space Micro (United States) 🔧 Jiarun Zhu · 1 papers · VLA Generalist · Northwestern Polytechnical University 🔧 Masaki Murooka · 1 papers · Imitation Learning · unaffiliated 🔧 Jingyan Zhang · 1 papers · Diffusion Policy · Washington University in St. Louis 🔧 Constant Roux · 1 papers · Imitation Learning · unaffiliated 🔧 Haoran Huang · 1 papers · Diffusion Policy · unaffiliated 🔧 Zhuohang Li · 1 papers · Dexterous Manipulation · Zhejiang Sci-Tech University 🔧 Qian He · 1 papers · Flow Matching · unaffiliated 🔧 Bosun Liang · 1 papers · Async Inference · unaffiliated 🔧 Yue Feng · 1 papers · Imitation Learning · unaffiliated 🔧 Senlan Yao · 1 papers · Dexterous Manipulation · unaffiliated 🔧 Kana Miyamoto · 1 papers · Imitation Learning · unaffiliated 🔧 Tianyi Zhang · 1 papers · Flow Matching · Chinese Academy of Medical Sciences & Peking Union Medical College 🔧 Site Hu · 1 papers · Diffusion Policy · Midea Group (China) 🔧 Yuan Liu · 1 papers · VLA Generalist · Northwestern Polytechnic University 🔧 Shangqun Yu · 1 papers · Diffusion Policy · unaffiliated 🔧 Tuo An · 1 papers · Diffusion Policy · unaffiliated 🔧 Jin Shi · 1 papers · VLA Generalist · Xidian University 🔧 Yuanfang Peng · 1 papers · VLA Generalist · unaffiliated 🔧 Ruiheng Wang · 1 papers · Autoregressive Action · Xi'an Jiaotong University 🔧 Qiwei Li · 1 papers · Inverse Dynamics Models · China Academy of Space Technology 🔧 Shuoheng Zhang · 1 papers · Flow Matching · Zhejiang University of Science and Technology 🔧 Yanyan Zhang · 1 papers · VLA Generalist · University of Science and Technology of China 🔧 Pablo Ortega-kral · 1 papers · Cross-Embodiment Foundation Models · CMU 🔧 Ayoub Agouzoul · 1 papers · Async Inference · unaffiliated 🔧 Boyuan Chen · 1 papers · Video Generation for Robotics · 北大 🔧 Youqiang Gui · 1 papers · Diffusion Policy · unaffiliated 🔧 Zhengtong Xu · 1 papers · Tactile Sensing · Purdue University West Lafayette 🔧 Lakshita Dodeja · 1 papers · Imitation Learning · unaffiliated 🔧 Yihan Lin · 1 papers · Inverse Dynamics Models · Sun Yat-sen University 🔧 Hengkai Tan · 1 papers · Bimanual Manipulation · 清华 🔧 Chenhao Yu · 1 papers · Humanoid Whole-Body · unaffiliated 🔧 Zhen Zhang · 1 papers · Dexterous Manipulation · Utah State University 🔧 Yang You · 1 papers · Real-to-Sim · unaffiliated 🔧 Yuxiang Lu · 1 papers · Flow Matching · Guiyang Medical University 🔧 Fotios Lygerakis · 1 papers · Tactile Sensing · unaffiliated 🔧 Byung-ju Kim · 1 papers · Imitation Learning · Yonsei University 🔧 Zunzhe Zhang · 1 papers · Flow Matching · Utah State University 🔧 Ethan Foong · 1 papers · Dexterous Manipulation · unaffiliated 🔧 Teng Xue · 1 papers · Diffusion Policy · unaffiliated 🔧 Zhixuan Xu · 1 papers · Dexterous Manipulation · Nanjing Agricultural University 🔧 Alessio Palma · 1 papers · Multi-Agent Teams · unaffiliated 🔧 Qianxi Hua · 1 papers · Bimanual Manipulation · unaffiliated 🔧 Zhe Xu · 1 papers · Dexterous Manipulation · Nanjing Agricultural University 🔧 Wenyao Zhang · 1 papers · Inverse Dynamics Models · Changchun University of Science and Technology 🔧 Gehan Zheng · 1 papers · Imitation Learning · 上交 🔧 Kuanning Wang · 1 papers · Flow Matching · Anhui Medical University 🔧 Kerui Li · 1 papers · Inverse Dynamics Models · Zhongyuan University of Technology 🔧 Niklas Funk · 1 papers · Imitation Learning · unaffiliated 🔧 Salma Mozaffari · 1 papers · Diffusion Policy · Princeton 🔧 Ziyu Shan · 1 papers · Mobile Manipulation · Nanyang Technological University 🔧 Tianyu Li · 1 papers · Flow Matching · Liaoning University 🔧 Maximus Pace · 1 papers · Cross-Embodiment Foundation Models · unaffiliated 🔧 Yuanchang Liang · 1 papers · Async Inference · National University of Singapore 🔧 Manish Kumar Govind · 1 papers · Inverse Dynamics Models · unaffiliated 🔧 Xingyu Peng · 1 papers · Bimanual Manipulation · 北航 🔧 Wenxuan Song · 1 papers · Diffusion Policy · unaffiliated 🔧 Jiayi Chen · 1 papers · Flow Matching · Ruijin Hospital 🔧 Peiyan Li · 1 papers · Diffusion Policy · unaffiliated 🔧 Jia Syuen Lim · 1 papers · Mobile Manipulation · National University of Singapore 🔧 Yichen Xie · 1 papers · Imitation Learning · Ministry of Agriculture 🔧 Christopher Ford · 1 papers · Dexterous Manipulation · Bristol Robotics Laboratory 🔧 Sandeep Routray · 1 papers · Video Generation for Robotics · unaffiliated 🔧 Ningyu Yan · 1 papers · Tactile Sensing · unaffiliated 🔧 Hongyu Yan · 1 papers · Diffusion Policy · unaffiliated 🔧 Daichi Yashima · 1 papers · Flow Matching · Keio University 🔧 Johnathan Tucker · 1 papers · VLA Generalist · unaffiliated 🔧 Qureshi · 1 papers · Diffusion Policy · unaffiliated 🔧 Zheng · 1 papers · Dexterous Manipulation · unaffiliated 📖 Tianle Zeng · 2 papers · VLA Generalist · unaffiliated 📖 Tianqiu Zhang · 2 papers · Inverse Dynamics Models · Chinese Academy of Medical Sciences & Peking Union Medical College 📖 Haoyu Wu · 2 papers · 3D Representation · Harbin Institute of Technology 📖 Xianbo Cai · 2 papers · Mobile Manipulation · unaffiliated 📖 Yichen Niu · 1 papers · Dexterous Manipulation · ShangHai JiAi Genetics & IVF Institute 📖 Songlin Wei · 1 papers · Loco-Manipulation · William & Mary 📖 Lingxuan Wu · 1 papers · Diffusion Policy · Nanjing Children's Hospital 📖 Zehao Yu · 1 papers · Loco-Manipulation · Wuhan University of Technology 📖 Dian Yu · 1 papers · Diffusion Policy · HKU 📖 Yunhai Han · 1 papers · Sim-to-Real · unaffiliated 📖 Yuying Zhang · 1 papers · Imitation Learning · University of Science and Technology of China 📖 Bingyi Liu · 1 papers · Diffusion Policy · unaffiliated 📖 Zhixian Xie · 1 papers · Dexterous Manipulation · 北大 📖 Jianing Qian · 1 papers · Imitation Learning · unaffiliated 📖 Xiaoou Liu · 1 papers · Sim-to-Real · Tencent (China) 📖 Tewodros Ayalew · 1 papers · Inverse Dynamics Models · unaffiliated 📖 Lingyue Yang · 1 papers · Tactile Sensing · Weifang Medical University 📖 Zixuan Liu · 1 papers · Dexterous Manipulation · Center for Discrete Mathematics and Theoretical Computer Science 📖 Zhichao Yang · 1 papers · Mobile Agent · unaffiliated 📖 Yifu Qiu · 1 papers · Inverse Dynamics Models · unaffiliated 📖 Yueyang Weng · 1 papers · Async Inference · unaffiliated 📖 Xuchen Liu · 1 papers · Vision-Language Navigation · Tencent (China) 📖 Dayuan Chen · 1 papers · Imitation Learning · unaffiliated 📖 Xucheng Wang · 1 papers · Imitation Learning · UCSD 📖 Jung Min Lee · 1 papers · Inverse Dynamics Models · Korea Institute of Robot and Convergence 📖 Junyi Dong · 1 papers · Sim-to-Real · unaffiliated 📖 Thomas Lips · 1 papers · Imitation Learning · unaffiliated 📖 Yuyang Tan · 1 papers · Gaussian Splat Robotics · unaffiliated 📖 Yuxin Jiang · 1 papers · Inverse Dynamics Models · 复旦 📖 Ting Gao · 1 papers · Flow Matching · unaffiliated 📖 Kai Fang · 1 papers · Flow Matching · Beijing University of Posts and Telecommunications 📖 Yijiong Lin · 1 papers · Sim-to-Real · Sun Yat-sen University 📖 Zhenhao Huang · 1 papers · Real-to-Sim · 上交 📖 Yan Tang · 1 papers · Flow Matching · Hong Kong Polytechnic University 📖 Remko Proesmans · 1 papers · Imitation Learning · unaffiliated 📖 Al Bashir · 1 papers · Sim-to-Real · unaffiliated 📖 Zhengyi Luo · 1 papers · Humanoid Whole-Body · CMU 📖 Xiao-ming Wu · 1 papers · VLA Generalist · unaffiliated 📖 Jun Ma · 1 papers · Flow Matching · North Minzu University 📖 Zhen Fang · 1 papers · Flow Matching · University of Iowa 📖 Eric Tillmann Bill · 1 papers · Flow Matching · unaffiliated 📖 Yifu Luo · 1 papers · Flow Matching · University of California San Diego 📖 Andr\'e Eberhard · 1 papers · Imitation Learning · unaffiliated 📖 Jingxuan Wu · 1 papers · Flow Matching · Zhejiang Ocean University 📖 Harsh Parikh · 1 papers · Sim-to-Real · unaffiliated 📖 Li Ju · 1 papers · Flow Matching · unaffiliated 📖 Shukai Du · 1 papers · Flow Matching · unaffiliated 📖 Caolu Xu · 1 papers · Sim-to-Real · Chang'an University 📖 Qixuan Li · 1 papers · Loco-Manipulation · Tongji University 📖 Wu Songwei · 1 papers · Flow Matching · unaffiliated 📖 Tianyi Xiang · 1 papers · Real-to-Sim · unaffiliated 📖 Yufeng Liu · 1 papers · Async Inference · Nanjing University of Chinese Medicine 📖 Hanwen Wang · 1 papers · Dexterous Manipulation · Qingdao University 📖 Liang Heng · 1 papers · Dexterous Manipulation · unaffiliated 📖 Vardhan Dongre · 1 papers · Multi-Agent Teams · UIUC 📖 Fairoz Nower Khan · 1 papers · Flow Matching · University of Kentucky 📖 Kaixin Jia · 1 papers · 3D Representation · 浙大 📖 Xiaofei Wei · 1 papers · Imitation Learning · Henan University of Science and Technology 📖 Kai Xiong · 1 papers · Imitation Learning · unaffiliated 📖 Yajie Li · 1 papers · Inverse Dynamics Models · Northwest A&F University 📖 Yibo Liu · 1 papers · Diffusion Policy · Nanjing University of Chinese Medicine 📖 Lei Su · 1 papers · Sim-to-Real · unaffiliated 📖 Kejia Ren · 1 papers · Dexterous Manipulation · unaffiliated 📖 Zhaohui Du · 1 papers · Multi-Agent Teams · unaffiliated 📖 Giacomo Spigler · 1 papers · Imitation Learning · Tilburg University 📖 Xinyu Zhang · 1 papers · Inverse Dynamics Models · University of South China 📖 Jiaxuan Gao · 1 papers · VLA Generalist · Microsoft Research (United Kingdom) 📖 Nikhilesh Prabhakar · 1 papers · Imitation Learning · unaffiliated 📖 Jing Xu · 1 papers · Tactile Sensing · Fuyang City People's Hospital 📖 Zhe Jia · 1 papers · Sim-to-Real · unaffiliated 📖 Adrien Jacquet Cr\'etides · 1 papers · Diffusion Policy · unaffiliated 📖 Zhiyuan Li · 1 papers · Cross-Embodiment Foundation Models · Nanjing Tech University 📖 Ho Jae Lee · 1 papers · Dexterous Manipulation · Inha University 📖 Moniruzzaman Akash · 1 papers · Imitation Learning · University of New Hampshire 📖 Noushad Sojib · 1 papers · Imitation Learning · unaffiliated 📖 Ziyang Sun · 1 papers · Gaussian Splat Robotics · University of Science and Technology of China 📖 Erlong Wang · 1 papers · Tactile Sensing · unaffiliated 📖 Pokuang Zhou · 1 papers · Loco-Manipulation · unaffiliated 📖 Binghao Huang · 1 papers · Tactile Sensing · unaffiliated 📖 Zhengyan Huan · 1 papers · Flow Matching · unaffiliated 📖 Jose Barreiros · 1 papers · Dexterous Manipulation · unaffiliated 📖 Pengcheng Li · 1 papers · Imitation Learning · unaffiliated 📖 Tianyidan Xie · 1 papers · Multi-Agent Teams · unaffiliated 📖 Clinton Enwerem · 1 papers · Dexterous Manipulation · unaffiliated 📖 Soham Kulkarni · 1 papers · Imitation Learning · unaffiliated 📖 Akansha Kalra · 1 papers · Imitation Learning · unaffiliated 📖 Souren Pashangpour · 1 papers · Mobile Manipulation · University of Toronto 📖 Koya Sakamoto · 1 papers · Gaussian Splat Robotics · unaffiliated 📖 Saida Liu · 1 papers · Diffusion Policy · Shenzhen Academy of Robotics 📖 Zifan Xu · 1 papers · Sim-to-Real · Kunming University 📖 Taisuke Kobayashi · 1 papers · Imitation Learning · National Institute of Informatics 📖 Simon Idoko · 1 papers · Flow Matching · University of Tartu 📖 Yen-ling Tai · 1 papers · Diffusion Policy · unaffiliated 📖 Quentin Rolland · 1 papers · Imitation Learning · unaffiliated 📖 Shuo Wang · 1 papers · Vision-Language Navigation · China Three Gorges University 📖 Heng Tao · 1 papers · Dexterous Manipulation · unaffiliated 📖 Jan Schneider · 1 papers · Sim-to-Real · The University of Texas at San Antonio 📖 Hongjin Chen · 1 papers · Vision-Language Navigation · Shanghai University of Engineering Science 📖 Maojiang Su · 1 papers · Flow Matching · unaffiliated 📖 Davood Soleymanzadeh · 1 papers · Flow Matching · Walker (United States) 📖 Xiao Shou · 1 papers · Flow Matching · Baylor University 📖 Mu Lin · 1 papers · Dexterous Manipulation · Electric Power Research Institute 📖 Junchao Yi · 1 papers · Flow Matching · unaffiliated 📖 Li Kang · 1 papers · Multi-Agent Teams · unaffiliated 📖 Jiyao Zhang · 1 papers · Async Inference · Washington University in St. Louis 📖 Haotian Xiang · 1 papers · Diffusion Policy · University of Georgia 📖 Pierrick Lorang · 1 papers · Imitation Learning · unaffiliated 📖 Rongfeng Zhao · 1 papers · Multi-Agent Teams · Tongji University 📖 Hangxing Wei · 1 papers · Inverse Dynamics Models · Shandong University 📖 Rui Yan · 1 papers · Imitation Learning · 中科院 📖 Juhan Park · 1 papers · Dexterous Manipulation · unaffiliated 📖 Yeonwoo Cha · 1 papers · Flow Matching · unaffiliated 📖 Quan Dao · 1 papers · Flow Matching · Memorial University of Newfoundland 📖 Hang Yang · 1 papers · Flow Matching · Ocean University of China 📖 Liudi Yang · 1 papers · Flow Matching · Weifang Medical University 📖 Wancong Zhang · 1 papers · Hierarchical Planning · Changchun University of Science and Technology 📖 Anirvan Dutta · 1 papers · Tactile Sensing · Imperial 📖 Mingju Gao · 1 papers · Sim-to-Real · unaffiliated 📖 Morui Zhu · 1 papers · Gaussian Splat Robotics · IDEXX Laboratories (France) 📖 Abhishek Saroha · 1 papers · Flow Matching · unaffiliated 📖 Jaihoon Kim · 1 papers · Flow Matching · UIUC 📖 Huyue Ma · 1 papers · Imitation Learning · Xidian University 📖 Yiran Shi · 1 papers · Flow Matching · Nanjing Agricultural University 📖 Feiyu Jia · 1 papers · Dexterous Manipulation · unaffiliated 📖 Robin Kühn · 1 papers · Imitation Learning · unaffiliated 📖 Solvin Sigurdson · 1 papers · Inverse Dynamics Models · unaffiliated 📖 John Bateman · 1 papers · Imitation Learning · unaffiliated 📖 Jiajun Hu · 1 papers · Sim-to-Real · East China Normal University 📖 Liang · 1 papers · Inverse Dynamics Models · unaffiliated 📖 Kormushev · 1 papers · Tactile Sensing · unaffiliated
14 · 380 🔧 · 595 📖 · 所有評分研究員(含 📖) 所有评分研究员(含 📖)
怎麼讀:右上角=高產出+⚡(明星);右下=高產出但 📖(搬磚機型);左上=單篇 ⚡ 異常(觀察值)。 怎么读:右上角=高产出+⚡(明星);右下=高产出但 📖(搬砖机型);左上=单篇 ⚡ 异常(观察值)。
§4d 方法族 × 評分 熱力圖 · 哪個方向人才密集 方法族 × 评分 热力图 · 哪个方向人才密集 · 12 families · cell shows count + top names
怎麼讀:顏色越深該格人越多;行內看分布(⚡ vs 🔧 vs 📖),列內看哪個方法族在哪個評分區堆人。 怎么读:颜色越深该格人越多;行内看分布(⚡ vs 🔧 vs 📖),列内看哪个方法族在哪个评分区堆人。

§4e 全部已評級研究員 全部已评级研究员 · 394 researchers · ⚡ 14 · 🔧 380

Tony Zhao

Stanford 3 篇 · 90d3 篇 · 90d
Linked via lab 通过机构关联 Flow Matching
來自 1 ⚡ · 1 🔧 · 1 📖(90 天) 来自 1 ⚡ · 1 🔧 · 1 📖(90 天)

Zihao Zheng

4 篇 · 90d4 篇 · 90d
Author byline only 仅论文署名 VLA Generalist
🔧 來自 3 🔧 · 1 📖(90 天) 来自 3 🔧 · 1 📖(90 天)

Kewei Chen

Sun Yat-sen University 3 篇 · 90d3 篇 · 90d
Linked via lab 通过机构关联
🔧 來自 1 🔧 · 2 📖(90 天) 来自 1 🔧 · 2 📖(90 天)

Riad Ahmed

University of New Hampshire 3 篇 · 90d3 篇 · 90d
Linked via lab 通过机构关联 Flow MatchingImitation Learning
🔧 來自 1 🔧 · 2 📖(90 天) 来自 1 🔧 · 2 📖(90 天)

Zijian Song

Tianjin University 2 篇 · 90d2 篇 · 90d
Linked via lab 通过机构关联
🔧 來自 1 🔧 · 1 📖(90 天) 来自 1 🔧 · 1 📖(90 天)
方法論 · How this works 方法论 · How this works
  1. §01 · HR 候選人 (Scout) — 三層漏斗:HOT 通過完整門檻(頂評 ≥ 🔧、90 日 ≥ 2 篇、機構可解析);WARM 缺一道門檻(新星型、產量未達、機構未確認);WATCH 為單篇 ⚡ 異常爆點。每位候選人附 方法標籤(同 §4b 詞表)。
  2. §02 · 速度榜 (Subdirections) — 方法族趨勢來自 field-state-*.json + ai-field-state-*.json(機械化,零 LLM)。加速度 = (近 7d − 前 7d) / max(前值, 1);顯示時 ±500% 為上限以避開小樣本噪音。新冒頭欄目單獨展示 insufficient_data(前期樣本 = 0)的方向。
  3. §03 · 實驗室 — 來自 entity-index.jsontype=lab 實體,90 日滾動窗口;卡片含 14 日活躍走勢條。
  4. §4a · 實驗室聚類圖 (Lab Network) — 取信號數前 14 名實驗室,按主要方法錨向排列;兩個實驗室共享 ≥1 方法族 → 一條弧線,線寬隨共享數加粗。連接最多實驗室的方法(hub methods)= 當前人才戰場。
  5. §4b · 研究員 × 方法族圖譜 (Constellation)關鍵字詞表比對:每個方法族維護一個短語清單(如 flow_matching 涵蓋「rectified flow」「flow policy」「mean flow」等同義詞);任一短語出現於論文標題即計分;特定型方法族(Diffusion Policy 等)排序時優先於 catch-all 族(VLA Core / Manipulation)。橋樑型研究員(同時匹配兩個方法族)置於圓心方向。
  6. §4c · 評分散點 (Scatter) — x 軸為 90 日論文數,採 log1p 縮放避免單篇大量 📖 研究員把高產出 ⚡ 擠到視覺角落;y 軸為評分檔(⚡/🔧/📖)。同格內以 slug 雜湊產生穩定抖動(每次渲染同人位移相同),避免重疊也保持位置可記憶。顏色 = 主要方法族;點半徑隨評分加大。
  7. §4d · 方法族 × 評分熱力圖 (Heatmap) — 每格為 (方法族 × 評分) 的人數矩陣,顏色深淺以線性比例隨計數增加(不取對數)。格內最多顯示 2 位代表性研究員,皆為可點擊錨點直跳下方 §4e 卡片。只保留人數 ≥ 3 的方法族(長尾族留在 §4c 散點以顏色區分)。
  8. §4e · 全部已評級研究員vla-daily-rating-out-*.json 第一作者抽取 + entity-index.json type=researcher 合併(機構經 institution-registry.json 解析);保留 ⚡ 與 🔧 評級全集,按評級 → 篇數 → 姓名排序。arXiv 僅曝光首位作者,故無法重建合作者網絡 — §4a/§4b 已是現有資料下最強的關係視角。
  9. Email 永不儲存或顯示 — 僅 contact_status 枚舉:linked_via_lab / social_mention / not_linked。型別層以 email?: never 強制;觸達前請自行核實。

Pipeline v6 · 資料截至数据截至 2026-06-10 · 26 subdirections · 52 labs · 989 people · 50 HR scouts