Pith Number

pith:H3HDUZB2

pith:2026:H3HDUZB2GZEZ6QMWGTDB66JSSO

not attested not anchored not stored refs pending

Legible-by-Construction: Attention and End-to-End Transformers

Mark Oskin

arxiv:2607.04319 v1 · 2026-07-05 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H3HDUZB2GZEZ6QMWGTDB66JSSO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-07T02:19:08.586056Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ece3a643a36499f419634c61f79329394ceac2acbde0b24784d9d2b7d566187

Aliases

arxiv: 2607.04319 · arxiv_version: 2607.04319v1 · doi: 10.48550/arxiv.2607.04319 · pith_short_12: H3HDUZB2GZEZ · pith_short_16: H3HDUZB2GZEZ6QMW · pith_short_8: H3HDUZB2

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/H3HDUZB2GZEZ6QMWGTDB66JSSO \
  | 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: 3ece3a643a36499f419634c61f79329394ceac2acbde0b24784d9d2b7d566187

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d32aa12e6e7de7cbeeba478e3542c7f397a1a4e4baa462d355a6228349369db3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-05T14:08:59Z",
    "title_canon_sha256": "b1f334ad72cc5712bfbeb431f27aabf7afce3cb8a251f36e5ef796089b621cf8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.04319",
    "kind": "arxiv",
    "version": 1
  }
}