Pith Number

pith:META26KW

pith:2024:META26KWIEXPHXY4OG2YSRPHT5

not attested not anchored not stored refs pending

Towards an Understanding of Stepwise Inference in Transformers: A Synthetic Graph Navigation Model

Ekdeep Singh Lubana, Hidenori Tanaka, Jan Hula, Kento Nishi, Maya Okawa, Mikail Khona, Rahul Ramesh, Robert Dick

arxiv:2402.07757 v1 · 2024-02-12 · 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{META26KWIEXPHXY4OG2YSRPHT5}

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

A Systematic Study of Behavioral Cloning for Scientific Data Annotation

Mechanisms of Misgeneralization in Physical Sequence Modeling

Shortcut Solutions Learned by Transformers Impair Continual Compositional Reasoning

Receipt and verification

First computed	2026-07-05T07:44:11.930872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61260d7956412ef3df1c71b58945e79f59984c6ca583783c6e53d02ac9babde8

Aliases

arxiv: 2402.07757 · arxiv_version: 2402.07757v1 · doi: 10.48550/arxiv.2402.07757 · pith_short_12: META26KWIEXP · pith_short_16: META26KWIEXPHXY4 · pith_short_8: META26KW

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/META26KWIEXPHXY4OG2YSRPHT5 \
  | 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: 61260d7956412ef3df1c71b58945e79f59984c6ca583783c6e53d02ac9babde8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5272ae5e561492a5173521519c4be3f30a2d58b23dd20e07c0312f8d0b2242bf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T16:25:47Z",
    "title_canon_sha256": "f1e1c97542ac161126cd4027ad081d924462468aba729ae3d199988bcb2c9649"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07757",
    "kind": "arxiv",
    "version": 1
  }
}