Pith Number

pith:V24JFKKC

pith:2022:V24JFKKCWYPBUAGCSAEORO5KXC

not attested not anchored not stored refs pending

General-Purpose In-Context Learning by Meta-Learning Transformers

James Harrison, Jascha Sohl-Dickstein, Louis Kirsch, Luke Metz

arxiv:2212.04458 v2 · 2022-12-08 · cs.LG · cs.AI · cs.NE · 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{V24JFKKCWYPBUAGCSAEORO5KXC}

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

7 papers in Pith

Multi-Task Bayesian In-Context Learning

Pretraining Recurrent Networks without Recurrence

Advancing Graph Few-Shot Learning via In-Context Learning

In-Context Learning Operates as Concept Subspace Learning

Mixture-of-Top-k Attention: Efficient Attention via Scalable Fast Weights

Receipt and verification

First computed	2026-07-05T07:31:26.482811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aeb892a942b61e1a00c29008e8bbaab88114f1f82cf38b76a34978bc07492012

Aliases

arxiv: 2212.04458 · arxiv_version: 2212.04458v2 · doi: 10.48550/arxiv.2212.04458 · pith_short_12: V24JFKKCWYPB · pith_short_16: V24JFKKCWYPBUAGC · pith_short_8: V24JFKKC

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/V24JFKKCWYPBUAGCSAEORO5KXC \
  | 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: aeb892a942b61e1a00c29008e8bbaab88114f1f82cf38b76a34978bc07492012

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f8a21e02641a64358d50574e9930e269637da5ec5e0b0f5923c7833daa3f826",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-08T18:30:22Z",
    "title_canon_sha256": "3d4d21e20a7bf0ebd4bd4da441fdee42a94cb80b368cedd961c67db2ee08967d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04458",
    "kind": "arxiv",
    "version": 2
  }
}