Pith Number

pith:HI53VTSL

pith:2023:HI53VTSLMZ6G3AZCJO6JHD2YAF

not attested not anchored not stored refs pending

Transformers as Algorithms: Generalization and Stability in In-context Learning

Dimitris Papailiopoulos, M. Emrullah Ildiz, Samet Oymak, Yingcong Li

arxiv:2301.07067 v2 · 2023-01-17 · 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{HI53VTSLMZ6G3AZCJO6JHD2YAF}

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

Consistency Training while Mitigating Obfuscation via Rate Matching

Receipt and verification

First computed	2026-07-05T05:39:04.405895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a3bbace4b667c6d83224bbc938f58015899c08cd6c737b078dce2555af0f2a6

Aliases

arxiv: 2301.07067 · arxiv_version: 2301.07067v2 · doi: 10.48550/arxiv.2301.07067 · pith_short_12: HI53VTSLMZ6G · pith_short_16: HI53VTSLMZ6G3AZC · pith_short_8: HI53VTSL

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/HI53VTSLMZ6G3AZCJO6JHD2YAF \
  | 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: 3a3bbace4b667c6d83224bbc938f58015899c08cd6c737b078dce2555af0f2a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "124efadf65694940eed8584dace55b2b9140c008bba2042c2a50fb4d57b79140",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-17T18:31:12Z",
    "title_canon_sha256": "3ca5397fcb73b78bee0563493b39e965a61c70bdce51ad1b88170bd44a4933a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.07067",
    "kind": "arxiv",
    "version": 2
  }
}