Pith Number

pith:AKWPZ5GA

pith:2024:AKWPZ5GAJV2YSHPUKSVP6U5JRM

not attested not anchored not stored refs pending

Linear Transformers are Versatile In-Context Learners

Johannes von Oswald, Mark Sandler, Max Vladymyrov, Rong Ge

arxiv:2402.14180 v2 · 2024-02-21 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AKWPZ5GAJV2YSHPUKSVP6U5JRM}

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

Transformer learns the cross-task prior and regularization for in-context learning

Receipt and verification

First computed	2026-07-05T09:28:10.827986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02acfcf4c04d75891df454aaff53a98b26a4ab6cd71e1505d01174600fd9447b

Aliases

arxiv: 2402.14180 · arxiv_version: 2402.14180v2 · doi: 10.48550/arxiv.2402.14180 · pith_short_12: AKWPZ5GAJV2Y · pith_short_16: AKWPZ5GAJV2YSHPU · pith_short_8: AKWPZ5GA

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/AKWPZ5GAJV2YSHPUKSVP6U5JRM \
  | 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: 02acfcf4c04d75891df454aaff53a98b26a4ab6cd71e1505d01174600fd9447b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "637c6b745a1add3a72e010c5553a0f4f5e4af75e9a197b029fea753892fbd5a9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-21T23:45:57Z",
    "title_canon_sha256": "2a57cd5ab70157022df43389778605e854eb5cd4dc117a0af23391b53388d8c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14180",
    "kind": "arxiv",
    "version": 2
  }
}