ProcTHOR

ProcTHOR (ProcTHOR-10K, ArchitecTHOR)

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Generator of procedurally built interactive houses in AI2-THOR, with a 10,000-house training set and a 10-house test set.1

Sources
Last checked 10 Oct 2026Basic entry17 of 19 facts checked at the sourceNext check 8 Apr 2027
Runs in
Simulation2
Checked against real robots
Not checked
Skill
Navigation
Robot
Wheels only, Arm on wheels2
Used by
6003
citations
Licence
Apache-2.04
Commercial use: allowed

Comparisons with real robots

Not checked2

Details

No real-robot experiments in the paper; datasheet lists Sim2Real only as a possible use.

Details

About

What it is
Simulator Inferred1
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Classified by the Atlas from how the authors describe and distribute it.

Built by
PRIOR team, Allen Institute for AI5
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Checked 2026-10-10.

Released
2022-06 (arXiv v1 2022-06-14, only version)1
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Checked 2026-10-10.

Version
procthor package 0.0.1 (2022-08-21); ProcTHOR-10K 0.1.2 (2022-07-11)4
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GitHub releases. Checked 2026-10-10.

Last update
procthor release 0.0.1 on 2022-08-21; procthor-10k release 0.1.2 on 2022-07-11; last pushes 2023-04-07 (procthor) and 2022-12-14 (procthor-10k)4
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GitHub API. Checked 2026-10-10.

Status
Dormant Inferred4
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No releases since 2022, last push 2023-04. Checked 2026-10-10.

Setup

Runs in
Simulation2
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Checked 2026-10-10.

Robot
Wheels only, Arm on wheels2
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ObjectNav trained with a simulated LoCoBot agent; arm agents for manipulation. Checked 2026-10-10.

Setting
Whole home5
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Floorplans with 1-10 rooms; custom scene types such as classrooms, libraries, offices also possible. Checked 2026-10-10.

Scoring and access

Scored by
Success rate, Path efficiency2
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ArchitecTHOR ObjectNav reported as success rate and SPL (31.4% SR, 0.195 SPL). Checked 2026-10-10.

Leaderboard
None1
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Checked 2026-10-10.

Code licence
Apache-2.04
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Read the LICENSE file. Checked 2026-10-10.

Data licence
Apache-2.0 (procthor-10k LICENSE); paper datasheet: houses, asset database and code under Apache 2.0, ArchitecTHOR under Apache 2.0, usable for commercial and non-commercial purposes6
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Checked 2026-10-10.

Commercial use
Allowed2
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Datasheet sentence states commercial and non-commercial use. Checked 2026-10-10.

Published at
NeurIPS 2022 (Advances in Neural Information Processing Systems 35, Main Conference Track); NeurIPS virtual site labels it 'Outstanding Paper'7
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Award label: https://neurips.cc/virtual/2022/poster/54832 Checked 2026-10-10.

Sources 7

  1. 1ProcTHOR: Large-Scale Embodied AI Using Procedural GenerationPaper · Jun 2022 · checked 10 Oct 2026
  2. 2ProcTHOR: Large-Scale Embodied AI Using Procedural Generation (full text)Paper · Jun 2022 · checked 10 Oct 2026
  3. 3Semantic Scholar API recordIndex · checked 10 Oct 2026
  4. 4allenai/procthor on GitHub (repository)Repository · checked 10 Oct 2026
  5. 5https://procthor.allenai.org/Official site · checked 10 Oct 2026
  6. 6allenai/procthor-10k on GitHub (repository)Repository · checked 10 Oct 2026
  7. 7🏘️ ProcTHOR: Large-Scale Embodied AI Using Procedural GenerationPaper · checked 10 Oct 2026

Change history

  1. Created as a basic entry: identity facts checked at primary sources (phase 1 re-verification).