STAGE 04 · 01

HR 候選人隊列 HR 候选人队列

HR Scout

從 1456 名研究員中漏出 89 位進入候選池。不自動錄用，不自動拒絕。每位均附論文佐證；任何觸達前請自行核實機構與聯繫資訊。

从 1456 名研究员中漏出 89 位进入候选池。不自动录用，不自动拒绝。每位均附论文佐证；外展前请自行核实机构与联系信息。

3 HOT 通過完整門檻通过完整门槛

68 WARM 缺一道門檻缺一道门槛

18 WATCH ⚡ 異常爆點 ⚡ 异常爆点

HOT 篩選門檻 HOT 筛选门槛 / Active Gate Criteria

Rating floor ≥ 🔧 author on at least one breakthrough or practical paper
Paper count · 90d ≥ 2 sustained output, not a one-off
Affiliation required resolvable via institution-registry
Contact status ≠ not_linked at least one durable signal beyond paper byline
Email NEVER stored or shown enforced in code path; verify externally

HOT · 通過完整門檻通过完整门槛 · 3

Hao Wang

Practical

Peking University 3 篇 · 90d3 篇 · 90d

Linked via lab 通过机构关联

WHY NOW Author on 3 🔧+ papers in last 90 days

佐證論文佐证论文 Practical Behavior Uncloning: Distilling Mode Redirection into Policy Weights without Inference-Time Steering 2026-07-01 Background Offline Policy Evaluation for Manipulation Policies via Discounted Liveness Formulation 2026-05-14

展開另 1 篇 ▾ 展开另 1 篇 ▾

Practical VEGA: Visual Encoder Grounding Alignment for Spatially-Aware Vision-Language-Action Models 2026-05-13

Shuran Song

Practical

Stanford 2 篇 · 90d2 篇 · 90d

Linked via lab 通过机构关联

WHY NOW Author on 2 🔧+ papers in last 90 days

佐證論文佐证论文 Practical Mixture of Frames Policy: Multi-Frame Action Denoising for Bimanual Mobile Manipulation 2026-07-15 Practical Behavior Prompting Policy: Demonstrations as Prompts for Manipulation 2026-07-01

Yuke Zhu

Practical

UT Austin 2 篇 · 90d2 篇 · 90d

Linked via lab 通过机构关联

WHY NOW Author on 2 🔧+ papers in last 90 days

佐證論文佐证论文 Practical B-spline Policy: Accelerating Manipulation Policies via B-spline Action Representations 2026-07-14 Practical Memory Retrieval in Visuomotor Policies for Long-Horizon Robot Control 2026-06-26

WARM · 缺一道門檻缺一道门槛 · 68

	姓名姓名	機構机构	methods	papers · 90d	缺什麼缺什么
Breakthrough	Jianyi Zhou	—	Dexterous Manipulation	2	affiliation + durable signal unknown
Breakthrough	Mingyang Lyu	—	Flow Matching	2	affiliation + durable signal unknown
Breakthrough	Wuyang Luan	—	Flow Matching	2	affiliation + durable signal unknown
Breakthrough	Chelsea Finn	Stanford	VLA Generalist	1	paper count < 2
Breakthrough	Pieter Abbeel	UC Berkeley	Dexterous Manipulation	1	paper count < 2
Practical	Zihao Zheng	—	VLA Generalist	4	affiliation + durable signal unknown
Practical	Kewei Chen	—		3	affiliation + durable signal unknown
Practical	Riad Ahmed	—	Flow MatchingImitation Learning	3	affiliation + durable signal unknown
Practical	Yifu Yuan	—		3	affiliation + durable signal unknown
Practical	Alexandre Chapin	—		2	affiliation + durable signal unknown
Practical	Anh-quan Pham	—		2	affiliation + durable signal unknown
Practical	Anya Singh	—		2	affiliation + durable signal unknown
Practical	Bin Yu	—	VLA Generalist	2	affiliation + durable signal unknown
Practical	Borong Zhang	—		2	affiliation + durable signal unknown
Practical	Clinton Enwerem	—	Dexterous Manipulation	2	affiliation + durable signal unknown
Practical	Dong Jing	—	Cross-Embodiment Foundation ModelsAsync Inference	2	affiliation + durable signal unknown
Practical	Hao Li	—		2	affiliation + durable signal unknown
Practical	Haoran Lu	—		2	affiliation + durable signal unknown
Practical	Haoran Sun	—	VLA Generalist	2	affiliation + durable signal unknown
Practical	Haoyang Li	—	Embodied CoT	2	affiliation + durable signal unknown
Practical	Huayi Zhou	—		2	affiliation + durable signal unknown
Practical	Iok Tong Lei	—	Flow Matching	2	affiliation + durable signal unknown
Practical	Jianke Zhang	—		2	affiliation + durable signal unknown
Practical	Jiayu Yang	—	Flow Matching	2	affiliation + durable signal unknown
Practical	Jindou Jia	—	Flow Matching	2	affiliation + durable signal unknown
Practical	Jinhao Zhang	—	Diffusion Policy	2	affiliation + durable signal unknown
Practical	Jintao Chen	—		2	affiliation + durable signal unknown
Practical	Josef Chen	—		2	affiliation + durable signal unknown
Practical	Junhao Shi	—		2	affiliation + durable signal unknown
Practical	Kai Tang	—		2	affiliation + durable signal unknown
Practical	Kangye Ji	—	Diffusion Policy	2	affiliation + durable signal unknown
Practical	Khoa Vo	—		2	affiliation + durable signal unknown
Practical	Manish Kumar Govind	—	Imitation LearningInverse Dynamics Models	2	affiliation + durable signal unknown
Practical	Qianzhong Chen	—		2	affiliation + durable signal unknown
Practical	Rui Wang	—		2	affiliation + durable signal unknown
Practical	Shijie Lian	—	Embodied CoT	2	affiliation + durable signal unknown
Practical	Shuanghao Bai	—	Cross-Embodiment Foundation Models	2	affiliation + durable signal unknown
Practical	Sixu Lin	—		2	affiliation + durable signal unknown
Practical	Siyin Wang	—		2	affiliation + durable signal unknown
Practical	Sizhe Yang	—		2	affiliation + durable signal unknown
Practical	Wei Li	—		2	affiliation unknown
Practical	Wenhao Li	—	VLA Generalist	2	affiliation + durable signal unknown
Practical	Xiang Zhu	—		2	affiliation + durable signal unknown
Practical	Xiaoshen Han	—	Real-to-Sim	2	affiliation + durable signal unknown
Practical	Xiaoyuan Cheng	—	Diffusion Policy	2	affiliation + durable signal unknown
Practical	Xueyang Zhou	—		2	affiliation + durable signal unknown
Practical	Yi Ru Wang	—		2	affiliation + durable signal unknown
Practical	Yi Wang	—		2	affiliation + durable signal unknown
Practical	Yitao Jiang	—		2	affiliation + durable signal unknown
Practical	Yiyuan Pan	—		2	affiliation + durable signal unknown
Practical	Yu Fang	—		2	affiliation + durable signal unknown
Practical	Yu Zhang	—	Flow Matching	2	affiliation + durable signal unknown
Practical	Yuan Xu	—		2	affiliation + durable signal unknown
Practical	Yucen Wang	—	Inverse Dynamics Models	2	affiliation + durable signal unknown
Practical	Yueh-hua Wu	—		2	affiliation + durable signal unknown
Practical	Yufei Jia	—		2	affiliation + durable signal unknown
Practical	Yuhao Zhou	—	Dexterous Manipulation	2	affiliation + durable signal unknown
Practical	Yuhua Jiang	—	Flow Matching	2	affiliation + durable signal unknown
Practical	Yunfan Lou	—		2	affiliation + durable signal unknown
Practical	Yupu Lu	—	Cross-Embodiment Foundation Models	2	affiliation + durable signal unknown
Practical	Yuxin Jiang	—	Inverse Dynamics Models	2	affiliation + durable signal unknown
Practical	Zhaoting Li	—	Diffusion PolicyImitation Learning	2	affiliation + durable signal unknown
Practical	Zhiyuan Zhang	—	Tactile Sensing	2	affiliation + durable signal unknown
Practical	Zijian Song	—		2	affiliation + durable signal unknown
Practical	Zijian Zeng	—	Sim-to-Real	2	affiliation + durable signal unknown
Practical	Zixing Lei	—		2	affiliation + durable signal unknown
Practical	Ziyu Shan	—	Mobile Manipulation	2	affiliation + durable signal unknown
Practical	Zuojin Tang	—	Inverse Dynamics ModelsVLA Generalist	2	affiliation + durable signal unknown

WATCH · ⚡ 異常爆點异常爆点 · 18

單篇 ⚡ 評級的第一作者，機構未知。可能是新生力量，也可能是匿名/化名。单篇 ⚡ 评级的第一作者，机构未知。可能是新生力量，也可能是匿名/化名。

Breakthrough	Bhawna Paliwal	Dexterous Manipulation	1
Breakthrough	Guo Ye		1
Breakthrough	Haoquan Fang		1
Breakthrough	Myungkyu Koo		1
Breakthrough	Nvidia		1
Breakthrough	Qiuyue Wang		1
Breakthrough	Ria Doshi	VLA Generalist	1
Breakthrough	Runze Li		1
Breakthrough	Shizhe Chen		1
Breakthrough	Taewook Kang		1
Breakthrough	Tao Xu		1
Breakthrough	Thien-loc Ha		1
Breakthrough	Xiaokang Liu	VLA Generalist	1
Breakthrough	Xiaomi Robotics Team		1
Breakthrough	Yunfan Jiang		1
Breakthrough	Zhaofeng Hu		1
Breakthrough	Zhuo Li	VLA Generalist	1
Breakthrough	Zongzheng Zhang		1