Pith Number

pith:CKP6MGX2

pith:2025:CKP6MGX266RINF4YPE2XA6372U

not attested not anchored not stored refs pending

Transformers as Unrolled Inference in Probabilistic Laplacian Eigenmaps: An Interpretation and Potential Improvements

Aditya Ravuri, Neil D. Lawrence

arxiv:2507.21040 v1 · 2025-07-28 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CKP6MGX266RINF4YPE2XA6372U}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

Uncovering and Shaping the Latent Representation of 3D Scene Topology in Vision-Language Models

Revisiting Transformer Layer Parameterization Through Causal Energy Minimization

Receipt and verification

First computed	2026-07-05T11:44:30.168961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

129fe61afaf7a28697987935707b7fd5345fb666510e8584e921c224b3d871a9

Aliases

arxiv: 2507.21040 · arxiv_version: 2507.21040v1 · doi: 10.48550/arxiv.2507.21040 · pith_short_12: CKP6MGX266RI · pith_short_16: CKP6MGX266RINF4Y · pith_short_8: CKP6MGX2

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CKP6MGX266RINF4YPE2XA6372U \
  | 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: 129fe61afaf7a28697987935707b7fd5345fb666510e8584e921c224b3d871a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e12fa64f5fa4549f851569282d9edb9d22b25adb616f1e4b8e9b5e225d514265",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-28T17:56:34Z",
    "title_canon_sha256": "bbc5d3ccae176fad2ede10f86f076b4de028d7690880e2763c9520dca8d842bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.21040",
    "kind": "arxiv",
    "version": 1
  }
}