Pith Number

pith:MIXKGVVU

pith:2024:MIXKGVVUOVEEWLYKHF3BGCBYMD

not attested not anchored not stored refs pending

Out-of-distribution generalization via composition: a lens through induction heads in Transformers

Jiajun Song, Yiqiao Zhong, Zhuoyan Xu

arxiv:2408.09503 v2 · 2024-08-18 · cs.CL · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MIXKGVVUOVEEWLYKHF3BGCBYMD}

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

Localizing Task Recognition and Task Learning in In-Context Learning via Attention Head Analysis

Receipt and verification

First computed	2026-07-05T09:54:46.370777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

622ea356b475484b2f0a397613083860e0f0bfb52d502f9cc782aa2143566b53

Aliases

arxiv: 2408.09503 · arxiv_version: 2408.09503v2 · doi: 10.48550/arxiv.2408.09503 · pith_short_12: MIXKGVVUOVEE · pith_short_16: MIXKGVVUOVEEWLYK · pith_short_8: MIXKGVVU

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/MIXKGVVUOVEEWLYKHF3BGCBYMD \
  | 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: 622ea356b475484b2f0a397613083860e0f0bfb52d502f9cc782aa2143566b53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab6e8bb35f09823ec841200ec1bf26e110e1b99e6d7dedc0da777b533cb24bab",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-18T14:52:25Z",
    "title_canon_sha256": "84edea9f3a11f91fcaddd99aeff3344d15e6636afbcbfcb0c664e26589fafc36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.09503",
    "kind": "arxiv",
    "version": 2
  }
}