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Songming Liu

15 papers hereh-index 111.6k citations17 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author9

Across the 14 of 15 papers where every author was matched, so the position is known.

fields
  • cs.LG12
  • cs.RO2
  • cs.AI1

identity via Semantic Scholar / OpenAlex

activity
20222026
most citedPhysics-Informed Machine Learning: A Survey on Problems, Methods and Applications

94 citations · 183 across the 15 of their papers we have counts for

collaborators
Showing cs.ROShow all

2 papers · 1 filter

cs.RO2026

RDT2: Exploring the Scaling Limit of UMI Data Towards Zero-Shot Cross-Embodiment Generalization

Songming Liu, Bangguo Li, Kai Ma +5

Vision-Language-Action (VLA) models hold promise for generalist robotics but currently struggle with data scarcity, architectural inefficiencies, and the inability to generalize ac…

cs.RO2024★ 5 cited

RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation

Songming Liu, Lingxuan Wu, Bangguo Li +6

Bimanual manipulation is essential in robotics, yet developing foundation models is extremely challenging due to the inherent complexity of coordinating two robot arms (leading to…

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