+111%
60/63
VLA
VLA Generalist vla.foundation.vla_generalist
頂尖實驗室：顶尖实验室： HKUST
小方向 小方向
Subdirections
方法族趨勢來源於 field-state-*.json（機械化，零 LLM）。加速度 = (近 7d − 前 7d) / max(前值, 1)。
方法族趋势来源于 field-state-*.json（机械化，零 LLM）。加速度 = (近 7d − 前 7d) / max(前值, 1)。
速度榜 · 前 8 名 速度榜 · 前 8 名 / Velocity Top 8
- 01 AI Agent Infra +200% 4/2
- 02 AI MCP (Model Context Protocol) +200% 2/1
- 03 AI Explicit Reasoning (CoT / Search) +200% 2/1
- 04 VLA World Model Dynamics +116% 23/18
- 05 VLA VLA Generalist +111% 60/63
- 06 AI Vertical Agents +100% 5/5
- 07 VLA VLA Generalist +90% 18/17
- 08 AI Frontier Models +83% 5/6
新冒頭新冒头 · EMERGING · prior volume = 0
VLA · 15
+116%
23/18
+90%
18/17
VLA
VLA Generalist vla.foundation.vla_generalist
+73%
17/27
VLA
VLA Post-Training RL vla.policy.robot_rl.vla_post_training_rl
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.
+80%
16/19
VLA
Imitation Learning vla.policy.imitation_learning
+60%
12/9
VLA
Flow Matching vla.action.flow_matching
+60%
12/8
VLA
Hierarchical Planning vla.reasoning.hierarchical_planning
+55%
11/13
VLA
Diffusion Policy vla.action.diffusion_policy
+40%
8/5
VLA
Dexterous Manipulation vla.manipulation.dexterous_manipulation
頂尖實驗室：顶尖实验室： UCSD
佐證論文佐证论文 EgoAERO: Learning Dexterous Manipulation from a Single Egocentric Video without Object Assets Where to Touch, How to Contact: Hierarchical RL-MPC Framework for Geometry-Aware Long-Horizon Dexterous Manipulation ContactExplorer: Contact Coverage-Guided Exploration for General-Purpose Dexterous Manipulation
+35%
7/7
VLA
Tactile Sensing vla.manipulation.tactile_sensing
+25%
5/1
VLA
Mobile Manipulation vla.manipulation.mobile_manipulation
頂尖實驗室：顶尖实验室： UCSD
佐證論文佐证论文 Per-Group Error, Not Total MSE: Fine-Tuning Vision-Language-Action Models for 11-DoF Mobile Manipulation Mobile UMI: Cross-View Diffusion Policy with Decoupled Kinematics for Mobile Manipulation Stereo Multistage Spatial Attention for Real-Time Mobile Manipulation Under Visual Scale Variation and Disturbances
+20%
4/4
VLA
3D Representation vla.perception.representation_3d
+20%
4/3
VLA
Sim-to-Real vla.sim_data.sim_to_real
+10%
2/2
VLA
Cross-Embodiment Foundation Models vla.foundation.cross_embodiment_fm
0%
0/0
VLA
Imitation Learning vla.policy.imitation_learning
AI App · 11
+38%
6/16
AI App
Agentic Coding ai.coding.agentic_coding
+100%
5/5
AI App
Vertical Agents ai.vertical.vertical_agent
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.
+83%
5/6
AI App
Frontier Models ai.frontier.frontier_model
+200%
4/2
AI App
Agent Infra ai.infra.agent_infra
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.
+999%
2/0
AI App
Voice & Multimodal ai.frontier.voice_multimodal
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.
+200%
2/1
AI App
MCP (Model Context Protocol) ai.tools.mcp_protocol
+200%
2/1
AI App
Explicit Reasoning (CoT / Search) ai.reasoning.reasoning_planning
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.
+999%
1/0
AI App
Multi-Agent Teams ai.multi_agent.multi_agent
頂尖實驗室：顶尖实验室： NVIDIA
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.
0%
0/0
AI App
Context Engineering ai.context.context_engineering
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.
0%
0/1
AI App
Agent Safety ai.safety.agent_safety
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.
0%
0/2
AI App
Agent Eval ai.eval.agent_eval
No evidence papers matched in the last 90 days. This family is tracked mechanically — when the threshold fires, papers will appear here.