Delay-aware action adapter

Action ControlNet (ACNet)

ACNet is a research adapter for reducing discontinuities when robot policies predict action chunks asynchronously from aging observations.

Source contextPrimary specReviewed 2026-09-28

Sources 1

ActionControlNet original paper

Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28

Reviewed recordLast reviewed 2026-09-281 sources ↗4 sourced fields

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Architecture and scope

The proposed adapter conditions a mostly frozen action head on already executed motion. The pretrained backbone remains unchanged, and the paper discusses diffusion and flow-matching action heads.

Source contextPrimary specReviewed 2026-09-28

Sources 1

ActionControlNet original paper

Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28

Integration and evaluation

The paper evaluates delayed control in Kinetix, Meta-World MT50 and a physical SO-ARM101 setup. It addresses execution timing; it is not a standalone general-purpose perception model.

Source contextPrimary specReviewed 2026-09-28

Sources 1

ActionControlNet original paper

Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28

Evidence boundary

Simulation and physical experiments require separate protocols; a generic controller safety guarantee is not established.

Source contextPrimary specReviewed 2026-09-28

Sources 1

ActionControlNet original paper

Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28

Model identity

Developer: Tiecheng Guo and Meng Guo
Primary specReviewed 2026-09-28
Sources 1
ActionControlNet original paper
Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28
Exact version / scope: arXiv:2606.25985v1
Primary specReviewed 2026-09-28
Sources 1
ActionControlNet original paper
Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28
Category: Delay-aware action adapter
Primary specReviewed 2026-09-28
Sources 1
ActionControlNet original paper
Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28
Access model: Public research paper; code and weights not verified
Primary specReviewed 2026-09-28
Sources 1
ActionControlNet original paper
Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28
License: Not publicly disclosed

Inputs, outputs & embodiment

Inputs: Not publicly disclosed
Outputs: Not publicly disclosed
Embodiment: Not publicly disclosed

Implementation & training

Compute: Not publicly disclosed
Training-data disclosures: Not publicly disclosed
Integrations: Not publicly disclosed

Reported benchmark results

Context before scores. Results from different benchmarks are not directly comparable. A simulation result does not establish real-world reliability, safety or commercial availability.

No result meets our complete revision and methodology requirements for this record yet. Inspect the original benchmark documentation before comparing published scores.

What this evidence does not establish

Simulation and physical experiments require separate protocols; a generic controller safety guarantee is not established.
Pricing and deployment service terms were not verified.

Relationships & deployments

Related reading is an editorial crosslink. Sourced connections describe relationships reported in the cited material. A link to a versioned profile does not establish compatibility with that version unless the connection note explicitly identifies it.

evaluated on

Action ControlNet (ACNet) → Kinetix

Sources 1

ActionControlNet original paper

Tiecheng Guo and Meng Guo · Published 2026-06-24 · Source accessed 2026-09-28

Connection reviewed 2026-09-28