Pith Number

pith:YUJTVOG6

pith:2024:YUJTVOG6FLHVPR5NIFLKMNT3KZ

not attested not anchored not stored refs pending

Theoretical Understanding of In-Context Learning in Shallow Transformers with Unstructured Data

Chenheng Xu, Guang Cheng, Namjoon Suh, Qifan Song, Xiaofeng Lin, Yue Xing

arxiv:2402.00743 v2 · 2024-02-01 · cs.LG · cs.CL · 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{YUJTVOG6FLHVPR5NIFLKMNT3KZ}

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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

Understanding Task Vectors in In-Context Learning: Emergence, Functionality, and Limitations

Receipt and verification

First computed	2026-07-05T08:33:35.107666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5133ab8de2acf57c7ad4156a6367b564465e311dab5789be10a283986cd1d67

Aliases

arxiv: 2402.00743 · arxiv_version: 2402.00743v2 · doi: 10.48550/arxiv.2402.00743 · pith_short_12: YUJTVOG6FLHV · pith_short_16: YUJTVOG6FLHVPR5N · pith_short_8: YUJTVOG6

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/YUJTVOG6FLHVPR5NIFLKMNT3KZ \
  | 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: c5133ab8de2acf57c7ad4156a6367b564465e311dab5789be10a283986cd1d67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bd2d04decce8abae5002fa7dd07bfc104481e5a5394a51312a4faf9df94c7fa",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-01T16:39:45Z",
    "title_canon_sha256": "dcb6d90ace8bd284b1c72142bc1ed44b84bfbee9131df5b470da31399b1e58cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00743",
    "kind": "arxiv",
    "version": 2
  }
}