STAGE 04 · 01

HR 候選人隊列 HR 候选人队列

HR Scout

從 1478 名研究員中漏出 79 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 1478 名研究员中漏出 79 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。

49 HOT 通過完整門檻通过完整门槛

22 WARM 缺一道門檻缺一道门槛

8 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 · 49

Jiarui Yang

Breakthrough

Xuzhou Medical College 5 篇 · 90d5 篇 · 90d

Linked via lab 通过机构关联

WHY NOW Author on ⚡-rated paper in last 90 days

佐證論文佐证论文 Background TemporalFlow-VLA: Learning Physically Grounded Execution History for Long-Horizon Robot Manipulation 2026-08-29 Practical StructRL: Structured Action-Space Exploration for Flow-Based VLAs 2026-08-19

展開另 3 篇 ▾ 展开另 3 篇 ▾

Breakthrough In-Context VLA: Endowing Vision-Language-Action Models with Language via In-Context Post-Training and Agentic Tool Use 2026-08-08 Practical LAWM-3D: Learning 3D-Aware Latent Actions from Human Videos for Generalizable Robot World Models 2026-08-08 Practical Multi-View Unified Camera Fields: Geometry-Shaped Action-Facing Representations for RGB-Only Multi-Camera VLA Policies 2026-08-05

Haoyu 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 Background Building Pretraining Data for World Models: An Unreal Engine-Based Pipeline for Action-Conditioned Video Generation 2026-09-05 Background Building Pretraining Data for World Models: An Unreal Engine-Based Pipeline for Action-Conditioned Video Generation 2026-09-04

展開另 1 篇 ▾ 展开另 1 篇 ▾

Practical GeneralVLA-2: Geometry-Aware Reconstruction and Governed Memory for Robot Planning 2026-06-18

Runze Xu

Practical

Nanchang Institute of Technology 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 Background Knowing When to Stop: Adaptive Action Chunking via Internal Cross-Attention Dynamics in VLAs 2026-09-08 Practical Knowing When to Stop: Adaptive Action Chunking via Internal Cross-Attention Dynamics in VLAs 2026-09-02

展開另 1 篇 ▾ 展开另 1 篇 ▾

Practical Motion-Focused Latent Action Enables Cross-Embodiment VLA Training from Human EgoVideos 2026-07-04

Shuran Song

Practical

Stanford 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 Memory Anchors for Continual Robot Learning 2026-08-29 Practical Mixture of Frames Policy: Multi-Frame Action Denoising for Bimanual Mobile Manipulation 2026-07-15

展開另 1 篇 ▾ 展开另 1 篇 ▾

Practical Behavior Prompting Policy: Demonstrations as Prompts for Manipulation 2026-07-01

Yi Wang

Practical

China Agricultural 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 Background Learning While Deploying: Fleet-Scale Reinforcement Learning for Generalist Robot Policies 2026-08-26 Practical ViTaR: Visuo-Tactile Residual Adaptation for Foundation VLA Manipulation 2026-08-19

展開另 1 篇 ▾ 展开另 1 篇 ▾

Practical Never Too Late for Force: Accelerating VLA Post-Training with Reactive Force Injection 2026-07-18

Zhiyuan Zhang

Practical

Utah State 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 EquiBim: Learning Symmetry-Equivariant Policy for Bimanual Manipulation 2026-07-23 Practical Imagining the Sense of Touch: Touch-Informed Manipulation via Imagined Tactile Representations 2026-07-04

展開另 1 篇 ▾ 展开另 1 篇 ▾

Practical ContactWorld: What Matters in Vision-Tactile World Models for Contact-Rich Manipulation 2026-06-17