Pith Number

pith:QAYP4UMM

pith:2024:QAYP4UMMESXPOYJYNTQEUKC5YV

not attested not anchored not stored refs pending

The dynamic interplay between in-context and in-weight learning in humans and neural networks

Ellie Pavlick, Jacob Russin, Michael J. Frank

arxiv:2402.08674 v5 · 2024-02-13 · cs.NE · cs.LG · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QAYP4UMMESXPOYJYNTQEUKC5YV}

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.

Receipt and verification

First computed	2026-07-05T12:05:08.083912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8030fe518c24aef761386ce04a285dc5645e802f477add905ba76abc278d9f8f

Aliases

arxiv: 2402.08674 · arxiv_version: 2402.08674v5 · doi: 10.48550/arxiv.2402.08674 · pith_short_12: QAYP4UMMESXP · pith_short_16: QAYP4UMMESXPOYJY · pith_short_8: QAYP4UMM

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/QAYP4UMMESXPOYJYNTQEUKC5YV \
  | 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: 8030fe518c24aef761386ce04a285dc5645e802f477add905ba76abc278d9f8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d41d811ff341f401e3441357b201ed34dd9aaaeba478fec7326ac8e678a40a3",
    "cross_cats_sorted": [
      "cs.LG",
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-02-13T18:55:27Z",
    "title_canon_sha256": "aa4d9d9507772605c462ea0e90218cda5c4a94199153d62e08d7d3018eff0767"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08674",
    "kind": "arxiv",
    "version": 5
  }
}