Pith Number

pith:4Q3BY6NF

pith:2022:4Q3BY6NFF4HEBGU47OY622C54P

not attested not anchored not stored refs pending

A data-driven approach for learning to control computers

Adam Santoro, Alex Goldin, Alistair Muldal, David Raposo, Gregory Thornton, Josh Abramson, Peter C Humphreys, Petko Georgiev, Rachita Chhaparia, Timothy Lillicrap, Toby Pohlen

arxiv:2202.08137 v2 · 2022-02-16 · 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{4Q3BY6NFF4HEBGU47OY622C54P}

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

Inference Scaling Laws: An Empirical Analysis of Compute-Optimal Inference for Problem-Solving with Language Models

GUI Agents with Reinforcement Learning: Toward Digital Inhabitants

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Receipt and verification

First computed	2026-07-05T05:15:09.718728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4361c79a52f0e409a9cfbb1ed685de3df852b836821d824b0983097d1b8fb8c

Aliases

arxiv: 2202.08137 · arxiv_version: 2202.08137v2 · doi: 10.48550/arxiv.2202.08137 · pith_short_12: 4Q3BY6NFF4HE · pith_short_16: 4Q3BY6NFF4HEBGU4 · pith_short_8: 4Q3BY6NF

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/4Q3BY6NFF4HEBGU47OY622C54P \
  | 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: e4361c79a52f0e409a9cfbb1ed685de3df852b836821d824b0983097d1b8fb8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "095347bd2d238ea8ee9690a8e3577bb7fd3321f4de9f271cd456f266d2554227",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-16T15:23:46Z",
    "title_canon_sha256": "ec8ccbda41789e5911a95d9c4107dbf8ce458842ab8f4dfe30c74ade2c06a545"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08137",
    "kind": "arxiv",
    "version": 2
  }
}