Pith Number

pith:DMEKZWWH

pith:2026:DMEKZWWHXG2DO2OKA2UO62W4QY

not attested not anchored not stored refs pending

Rethinking Expert Training for Model Merging with Prompt Learning

Aniello Panariello, Christos Georgakilas, Dimosthenis Karatzas, Joost Van De Weijer, Samir El Karrat Moreno, Simone Calderara

arxiv:2607.24465 v1 · 2026-07-27 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DMEKZWWHXG2DO2OKA2UO62W4QY}

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	2026-07-28T02:24:05.205219Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b08acdac7b9b43769ca06a8ef6adc8606c1618340e0bd767c5abebe7f1b2ee0

Aliases

arxiv: 2607.24465 · arxiv_version: 2607.24465v1 · doi: 10.48550/arxiv.2607.24465 · pith_short_12: DMEKZWWHXG2D · pith_short_16: DMEKZWWHXG2DO2OK · pith_short_8: DMEKZWWH

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/DMEKZWWHXG2DO2OKA2UO62W4QY \
  | 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: 1b08acdac7b9b43769ca06a8ef6adc8606c1618340e0bd767c5abebe7f1b2ee0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "adca7473bc3e8e5cebe30cb216f5c2fdfe6ad562946835fdb82790054565fab6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-07-27T14:04:48Z",
    "title_canon_sha256": "fa5ca46ad160f0a748bdd158e9d3f248418e12c2ad46da4cc62fea2ca2920d16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.24465",
    "kind": "arxiv",
    "version": 1
  }
}