Pith Number

pith:FOQ6QU4P

pith:2024:FOQ6QU4PZQ7ZW6B7YOB3526SWS

not attested not anchored not stored refs pending

Transcendence: Generative Models Can Outperform The Experts That Train Them

Anat Kleiman, Benjamin L. Edelman, Edwin Zhang, Eran Malach, Milind Tambe, Naomi Saphra, Sham M. Kakade, Vincent Zhu

arxiv:2406.11741 v4 · 2024-06-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FOQ6QU4PZQ7ZW6B7YOB3526SWS}

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	2026-07-05T09:19:29.321205Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ba1e8538fcc3f9b783fc383beebd2b49de7eafc1128bb5d2500f99d7b628865

Aliases

arxiv: 2406.11741 · arxiv_version: 2406.11741v4 · doi: 10.48550/arxiv.2406.11741 · pith_short_12: FOQ6QU4PZQ7Z · pith_short_16: FOQ6QU4PZQ7ZW6B7 · pith_short_8: FOQ6QU4P

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/FOQ6QU4PZQ7ZW6B7YOB3526SWS \
  | 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: 2ba1e8538fcc3f9b783fc383beebd2b49de7eafc1128bb5d2500f99d7b628865

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d1cbcbe3e1c1dad7564939f6a701d32f079ee947edde8d10fd2ec39b8f0b8fa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-17T17:00:52Z",
    "title_canon_sha256": "5d5281bdf32185d1783d3556dad4905f0621cce7939505a1fbfda763efb4ad83"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11741",
    "kind": "arxiv",
    "version": 4
  }
}