Pith Number

pith:63NO5ZVK

pith:2021:63NO5ZVKTYQ2DNYXUSCGMYHHK5

not attested not anchored not stored refs pending

Pretrained Transformers as Universal Computation Engines

Aditya Grover, Igor Mordatch, Kevin Lu, Pieter Abbeel

arxiv:2103.05247 v2 · 2021-03-09 · 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{63NO5ZVKTYQ2DNYXUSCGMYHHK5}

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

3 papers in Pith

Perceiver IO: A General Architecture for Structured Inputs & Outputs

The Platonic Representation Hypothesis

PaLM-E: An Embodied Multimodal Language Model

Receipt and verification

First computed	2026-07-05T02:53:56.202826Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6daeee6aa9e21a1b717a4846660e7575a3f3a4e7ce939338092841265a16e74

Aliases

arxiv: 2103.05247 · arxiv_version: 2103.05247v2 · doi: 10.48550/arxiv.2103.05247 · pith_short_12: 63NO5ZVKTYQ2 · pith_short_16: 63NO5ZVKTYQ2DNYX · pith_short_8: 63NO5ZVK

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/63NO5ZVKTYQ2DNYXUSCGMYHHK5 \
  | 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: f6daeee6aa9e21a1b717a4846660e7575a3f3a4e7ce939338092841265a16e74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd3e21acd76c12cb9f2ebbbb66eb37c2742f45d1414d9df4dee0873e3921e467",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-09T06:39:56Z",
    "title_canon_sha256": "443ab1e988dc5ff6a5f864c7ce6da10042d02d350ca4b19de6b52178de73fd7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.05247",
    "kind": "arxiv",
    "version": 2
  }
}