Pith Number

pith:JBR2GJYC

pith:2024:JBR2GJYCL2O3KWYWVJMLY2AKZQ

not attested not anchored not stored refs pending

Look Ahead or Look Around? A Theoretical Comparison Between Autoregressive and Masked Pretraining

Haotian Huang, Qi Zhang, Tianqi Du, Yifei Wang, Yisen Wang

arxiv:2407.00935 v1 · 2024-07-01 · cs.LG · 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{JBR2GJYCL2O3KWYWVJMLY2AKZQ}

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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

1 paper in Pith

Masked Language Models are Good Heterogeneous Graph Generalizers

Receipt and verification

First computed	2026-07-05T08:38:40.702945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4863a327025e9db55b16aa58bc680acc2bb67295b22ff5650db1ae4226206360

Aliases

arxiv: 2407.00935 · arxiv_version: 2407.00935v1 · doi: 10.48550/arxiv.2407.00935 · pith_short_12: JBR2GJYCL2O3 · pith_short_16: JBR2GJYCL2O3KWYW · pith_short_8: JBR2GJYC

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/JBR2GJYCL2O3KWYWVJMLY2AKZQ \
  | 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: 4863a327025e9db55b16aa58bc680acc2bb67295b22ff5650db1ae4226206360

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70952f0bd5afa8939ba89ead3009ff32d8e271604eca0cb88ab52a0792c4d86e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-01T03:35:59Z",
    "title_canon_sha256": "996f6856f0219bd05ab5a6eea5bb44babad6f58ff8de04b722ab863abe7240c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00935",
    "kind": "arxiv",
    "version": 1
  }
}