pith:66P2W5RZ
R$^3$L: Reasoning 3D Layouts from Relative Spatial Relations
Decomposing spatial relations into invariant parts and adding an imagine-and-revise loop produces more consistent 3D layouts from relative instructions.
arxiv:2605.06758 v2 · 2026-05-07 · cs.CV · cs.AI · cs.LG · cs.RO
Add to your LaTeX paper
\usepackage{pith}
\pithnumber{66P2W5RZE2M6ME4TSOBPOTAP7M}
Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge
Record completeness
Claims
R³L produces more physically feasible and semantically consistent layouts; resolving frame-induced inconsistencies is crucial for reliable multi-hop relative spatial reasoning.
That the proposed invariant decomposition and imagine-and-revise loop actually eliminate the dominant sources of semantic and metric drift without introducing new inconsistencies or losing necessary spatial information.
R³L improves reliability of 3D layout generation from relative spatial relations by breaking error-accumulating chains with decomposition and enforcing self-consistency via imagination and revision.
Formal links
Receipt and verification
| First computed | 2026-05-20T01:06:09.850717Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
f79fab76392699e613939382f74c0ffb30419e253930989b68750353fc8c5404
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/66P2W5RZE2M6ME4TSOBPOTAP7M \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: f79fab76392699e613939382f74c0ffb30419e253930989b68750353fc8c5404
Canonical record JSON
{
"metadata": {
"abstract_canon_sha256": "8d6fb122c751fa8ca76605d828b88669473426aa5b3d0699ccc1ad1c36f63f59",
"cross_cats_sorted": [
"cs.AI",
"cs.LG",
"cs.RO"
],
"license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
"primary_cat": "cs.CV",
"submitted_at": "2026-05-07T16:50:12Z",
"title_canon_sha256": "455caca4da9aad458046cf15a5f02a5360b59f917ece4f22288116c1decc3377"
},
"schema_version": "1.0",
"source": {
"id": "2605.06758",
"kind": "arxiv",
"version": 2
}
}