Pith Number

pith:Q2G56H23

pith:2026:Q2G56H23BPFD4RYWLKNQPMF3Y2

not attested not anchored not stored refs pending

Multimodality as Supervision: Self-Supervised Specialization to the Test Environment via Multimodality

Ali Garjani, Amir Zamir, Andrei Atanov, Efe Tarhan, Jason Toskov, Kunal Pratap Singh, Muhammad Uzair Khattak, O\u{g}uzhan Fatih Kar, Rishubh Singh

arxiv:2607.14721 v1 · 2026-07-16 · cs.CV · 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{Q2G56H23BPFD4RYWLKNQPMF3Y2}

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	2026-07-17T01:21:27.537350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

868ddf1f5b0bca3e47165a9b07b0bbc6a9be0c25970f381b00c9e076c683a773

Aliases

arxiv: 2607.14721 · arxiv_version: 2607.14721v1 · doi: 10.48550/arxiv.2607.14721 · pith_short_12: Q2G56H23BPFD · pith_short_16: Q2G56H23BPFD4RYW · pith_short_8: Q2G56H23

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/Q2G56H23BPFD4RYWLKNQPMF3Y2 \
  | 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: 868ddf1f5b0bca3e47165a9b07b0bbc6a9be0c25970f381b00c9e076c683a773

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b58c219c6b6773377cd7a70d773d92f0b95f48a27290dd1fc6dc02e512239644",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-07-16T08:36:54Z",
    "title_canon_sha256": "05a07e4cd4866217feed59101ee4f9b4ee810e433a8b3edcb7f87a224d7a36af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.14721",
    "kind": "arxiv",
    "version": 1
  }
}