Pith Number

pith:WZ6DU5FC

pith:2020:WZ6DU5FCZEAZ53DX6IJH4AF3X3

not attested not anchored not stored refs pending

Learning to Execute Programs with Instruction Pointer Attention Graph Neural Networks

Charles Sutton, Daniel Tarlow, David Bieber, Hugo Larochelle

arxiv:2010.12621 v1 · 2020-10-23 · 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{WZ6DU5FCZEAZ53DX6IJH4AF3X3}

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

What I cannot execute, I do not understand: Training and Evaluating LLMs on Program Execution Traces

Receipt and verification

First computed	2026-07-05T01:45:46.537393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b67c3a74a2c9019eec77f2127e00bbbefffd4b0c8cc292492f091eb020ec1e73

Aliases

arxiv: 2010.12621 · arxiv_version: 2010.12621v1 · doi: 10.48550/arxiv.2010.12621 · pith_short_12: WZ6DU5FCZEAZ · pith_short_16: WZ6DU5FCZEAZ53DX · pith_short_8: WZ6DU5FC

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/WZ6DU5FCZEAZ53DX6IJH4AF3X3 \
  | 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: b67c3a74a2c9019eec77f2127e00bbbefffd4b0c8cc292492f091eb020ec1e73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10e31a336acad1f3df678a30291216e21095dfc341f9a582e8dc825b9693d9f6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-23T19:12:30Z",
    "title_canon_sha256": "7333e13ca46676d1dcce30179c59e649a7763164c1d2ac6c7cdb7486a03a77b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.12621",
    "kind": "arxiv",
    "version": 1
  }
}