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VLAClosed / referenced

Motus

THU

Official model catalog record.

Code
Unverified
Weights
Unverified
Checkpoint
Unverified
License
Unverified

Decision summary

Best for

Model research and source verification

Main blocker

Training data requirements are not structured enough for reliable dataset matching.

Next check

Verify repository and artifact licenses.

Adoption evidence

Artifact, reproducibility, and evaluation evidence most relevant to adoption.

Published evaluation

Artifact availability

Unknown

Code and weights are not verified.

· confidence 15

Training and loading reproducibility

Unknown

No verified loading configuration is available.

· confidence 15

Evaluation evidence

Unknown

No structured evaluation evidence has been verified.

· confidence 10

Requirements & gaps

Declared loop-data needs, missing evidence, and the next checks that matter.

3 required categories

Observation / ego video

Needs visual observations or other state streams before this model direction is actionable.

required

Language intent / task phase

Needs task intent, instructions, keysteps, or phase labels to connect behavior to goals.

required

Action / robot state

Needs executable actions, robot state, hand pose, or trajectory supervision.

required

Future state / dynamics

Needs future-state supervision or rollout structure to validate predictive dynamics.

useful

Feedback / correction / failure

Needs success, failure, correction, or recovery signals to turn evaluation into better data.

useful

Sim-real / embodiment metadata

Needs embodiment, calibration, or sim-real pairing metadata for transfer analysis.

useful

Critical gaps

  • Observation / ego video: Needs visual observations or other state streams before this model direction is actionable.
  • Language intent / task phase: Needs task intent, instructions, keysteps, or phase labels to connect behavior to goals.
  • Action / robot state: Needs executable actions, robot state, hand pose, or trajectory supervision.

Compatible datasets

Provisional signal-level matches for this model; not a runtime compatibility claim.

Browse datasets

No related catalog datasets are linked to this model yet.

Advanced evidence and provenanceShow

Additional decision dimensions

Access and governanceUnknown

License or access terms are not verified.

· c20
Training data requirementsUnknown

Training data requirements are not structured enough for reliable dataset matching.

· c15
Deployment readinessUnknown

Hardware, latency, dependencies, and checkpoint loading are not pipeline-tested.

· c10

Artifact facts

discovery.source
secondary_claim
name: worldbench/awesome-embodied-data-pyramid · trust: discovery_only · revision: 0568599d0619f20946e8089f6a941d0d9e30b690
#table-embodied-foundation-models-vla-wam, table 17, row 36
discovery.raw_fields
secondary_claim
Time: 2025.12 · Method: Motus · Institution: THU · Project: [![Website](https://img.shields.io/badge/Website-0A7DBD)](https://motus-robotics.github.io/motus) · Model: WAM · Data: ![Real][data-real] ![Ego][data-ego] ![Sim][data-sim] ![General][data-general]
#table-embodied-foundation-models-vla-wam, table 17, row 36
model.reported_release_time
secondary_claim
2025.12
#table-embodied-foundation-models-vla-wam, table 17, row 36
model.type
secondary_claim
WAM
#table-embodied-foundation-models-vla-wam, table 17, row 36
model.training_data_layers
secondary_claim
real_robot · ego_exo · simulation · general
#table-embodied-foundation-models-vla-wam, table 17, row 36
model.institution
secondary_claim
THU
#table-embodied-foundation-models-vla-wam, table 17, row 36

Additional references

Related models