pith:J6OUKN24
Sheaf-Laplacian Obstruction and Projection Hardness for Cross-Modal Compatibility on a Modality-Independent Site
Cross-modal representations fail to align either because no simple global projection works or because local projections cannot be made consistent without large parameter changes.
arxiv:2604.07632 v2 · 2026-04-08 · cs.LG · cs.AI
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Claims
This separates two distinct failure modes: hardness failure, where no low-complexity global projection exists, and obstruction failure, where local projections exist but cannot be made globally consistent over the semantic neighborhood graph without large parameter variation. We link the sheaf spectral gap to stability of global alignment, derive bounds relating obstruction energy to excess global-map error under mild Lipschitz assumptions.
The core object is a modality-independent neighborhood site on sample indices, equipped with a cellular sheaf of finite-dimensional real inner-product spaces, which is assumed to exist and support the defined projection families and Laplacian constructions.
A cellular sheaf framework on a modality-independent site defines projection hardness and sheaf-Laplacian obstruction as distinct measures of cross-modal incompatibility, separating global mapping complexity from local consistency failures.
Receipt and verification
| First computed | 2026-07-28T01:22:33.284715Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
4f9d45375c995d5d89d3addbf41bd92669c9c0b36c6c885bfe8907aae7e3be1c
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/J6OUKN24TFOV3COTVXN7IG6ZEZ \
| 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: 4f9d45375c995d5d89d3addbf41bd92669c9c0b36c6c885bfe8907aae7e3be1c
Canonical record JSON
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