Pith Number

pith:HXAFYFGC

pith:2024:HXAFYFGC3TLEAX3WBAY4QNIYPZ

not attested not anchored not stored refs pending

Wonderful Matrices: Combining for a More Efficient and Effective Foundation Model Architecture

Bingheng Wu, Jingze Shi

arxiv:2412.11834 v3 · 2024-12-16 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HXAFYFGC3TLEAX3WBAY4QNIYPZ}

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	2026-07-05T09:52:19.534243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3dc05c14c2dcd6405f760831c835187e5eee2fe2d915d147fb50c4478e1d5b74

Aliases

arxiv: 2412.11834 · arxiv_version: 2412.11834v3 · doi: 10.48550/arxiv.2412.11834 · pith_short_12: HXAFYFGC3TLE · pith_short_16: HXAFYFGC3TLEAX3W · pith_short_8: HXAFYFGC

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/HXAFYFGC3TLEAX3WBAY4QNIYPZ \
  | 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: 3dc05c14c2dcd6405f760831c835187e5eee2fe2d915d147fb50c4478e1d5b74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e19cdc139d1f94c221ce33187e45beca0aa975e3b5e283d7140901a21f824c0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T14:56:28Z",
    "title_canon_sha256": "76be3c83eb09db69098209b0b0eb4efa5708d8338986c6eeadae2be497b1e37b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11834",
    "kind": "arxiv",
    "version": 3
  }
}