Pith Number

pith:ICHXSD2T

pith:2025:ICHXSD2T5Z7D36L3DYSWCLSDCT

not attested not anchored not stored refs pending

The in-context inductive biases of vision-language models differ across modalities

Andrew K. Lampinen, Eliza Kosoy, Ishita Dasgupta, Kelsey Allen

arxiv:2502.01530 v2 · 2025-02-03 · cs.CV · cs.CL · 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{ICHXSD2T5Z7D36L3DYSWCLSDCT}

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	2026-07-05T10:31:01.137191Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

408f790f53ee7e3df97b1e25612e4314f798008b8f97829179534656a8fdd1eb

Aliases

arxiv: 2502.01530 · arxiv_version: 2502.01530v2 · doi: 10.48550/arxiv.2502.01530 · pith_short_12: ICHXSD2T5Z7D · pith_short_16: ICHXSD2T5Z7D36L3 · pith_short_8: ICHXSD2T

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/ICHXSD2T5Z7D36L3DYSWCLSDCT \
  | 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: 408f790f53ee7e3df97b1e25612e4314f798008b8f97829179534656a8fdd1eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26fcd721a8e633dc577cdb0888fb8e74ab045e32d2d90e78fd38f7bfbf4a8bb6",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-03T17:11:03Z",
    "title_canon_sha256": "252dc2d16b83b3b53ca0121dfd44c75c637a10d6952f588c13b138db656e3ba7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01530",
    "kind": "arxiv",
    "version": 2
  }
}