pith. sign in
Pith Number

pith:JLHVFHEK

pith:2025:JLHVFHEKSVQUJXHOFMXFTGPL7D
not attested not anchored not stored refs pending

How Does the Pretraining Distribution Shape In-Context Learning? A Fundamental Trade-Off

Ali Hasan, Wa\"iss Azizian

arxiv:2510.01163 v2 · 2025-10-01 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JLHVFHEKSVQUJXHOFMXFTGPL7D}

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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.
Receipt and verification
First computed 2026-06-25T01:17:46.561460Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4acf529c8a956144dcee2b2e5999ebf8fe3dc4c66ccd0192b74bfa97caac5b14

Aliases

arxiv: 2510.01163 · arxiv_version: 2510.01163v2 · doi: 10.48550/arxiv.2510.01163 · pith_short_12: JLHVFHEKSVQU · pith_short_16: JLHVFHEKSVQUJXHO · pith_short_8: JLHVFHEK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JLHVFHEKSVQUJXHOFMXFTGPL7D \
  | 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: 4acf529c8a956144dcee2b2e5999ebf8fe3dc4c66ccd0192b74bfa97caac5b14
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "af1663dc91d42698305e78df11a65c3ebe94860c0e8305f591dd8a9868b1edd5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-01T17:52:29Z",
    "title_canon_sha256": "01689276eb6d36996c01a4bded3c25f3651cc1e8b8771f8a5fbc9c561138b1aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.01163",
    "kind": "arxiv",
    "version": 2
  }
}