Pith Number

pith:U45XU7QR

pith:2023:U45XU7QRMWZJILUHCXHUP7RT2W

not attested not anchored not stored refs pending

Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions

Arkil Patel, Phil Blunsom, Satwik Bhattamishra, Varun Kanade

arxiv:2310.03016 v1 · 2023-10-04 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U45XU7QRMWZJILUHCXHUP7RT2W}

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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

2 papers in Pith

TabICL: A Tabular Foundation Model for In-Context Learning on Large Data

SSA: Improving Performance With a Better Scoring Function

Receipt and verification

First computed	2026-07-05T06:57:16.661003Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a73b7a7e1165b2942e8715cf47fe33d59c3da6091877bd822a3b5a363ac7172f

Aliases

arxiv: 2310.03016 · arxiv_version: 2310.03016v1 · doi: 10.48550/arxiv.2310.03016 · pith_short_12: U45XU7QRMWZJ · pith_short_16: U45XU7QRMWZJILUH · pith_short_8: U45XU7QR

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/U45XU7QRMWZJILUHCXHUP7RT2W \
  | 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: a73b7a7e1165b2942e8715cf47fe33d59c3da6091877bd822a3b5a363ac7172f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae0cb0a9c3cafed6c8d4defb2f4dff27d0a4fa26dc349722ff445bdb13c32715",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T17:57:33Z",
    "title_canon_sha256": "78cdabfe3cfc008832b7e75dd111991d57ef0578906d337bf7192d3951fc6ffb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03016",
    "kind": "arxiv",
    "version": 1
  }
}