Pith Number

pith:HPHECH4P

pith:2024:HPHECH4PAEDCFPZEK4CWYIQ7SU

not attested not anchored not stored refs pending

Transformers are Efficient Compilers, Provably

Liao Zhang, Runlong Zhou, Simon Shaolei Du, Xiyu Zhai

arxiv:2410.14706 v2 · 2024-10-07 · cs.PL · 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{HPHECH4PAEDCFPZEK4CWYIQ7SU}

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.

Cited by

1 paper in Pith

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization

Receipt and verification

First computed	2026-07-05T10:05:13.676040Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bce411f8f010622bf2457056c221f9507f692ac10b0d115587d6d8a4605bed6

Aliases

arxiv: 2410.14706 · arxiv_version: 2410.14706v2 · doi: 10.48550/arxiv.2410.14706 · pith_short_12: HPHECH4PAEDC · pith_short_16: HPHECH4PAEDCFPZE · pith_short_8: HPHECH4P

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/HPHECH4PAEDCFPZEK4CWYIQ7SU \
  | 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: 3bce411f8f010622bf2457056c221f9507f692ac10b0d115587d6d8a4605bed6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98260e2c7f312de3355d1d61a86d644bd9189273daae43460b54a0781b70ec99",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2024-10-07T20:31:13Z",
    "title_canon_sha256": "e8896e1e265d0a418444767890530195d0411178f8cd56b1c3ef001703e64317"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14706",
    "kind": "arxiv",
    "version": 2
  }
}