Pith Number

pith:FAL7JE3I

pith:2025:FAL7JE3IV23BACGWCLZVWDRIK2

not attested not anchored not stored refs pending

Edge-Assisted Collaborative Fine-Tuning for Multi-User Personalized Artificial Intelligence Generated Content (AIGC)

Binbin Chen, Kwok-Yan Lam, Marie Siew, Nan Li, Shiwen Mao, Wanting Yang, Zehui Xiong

arxiv:2508.04745 v1 · 2025-08-06 · 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{FAL7JE3IV23BACGWCLZVWDRIK2}

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	2026-07-05T11:50:01.066355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2817f49368aeb61008d612f35b0e28568960961364c07a0e4653bcc730c73fae

Aliases

arxiv: 2508.04745 · arxiv_version: 2508.04745v1 · doi: 10.48550/arxiv.2508.04745 · pith_short_12: FAL7JE3IV23B · pith_short_16: FAL7JE3IV23BACGW · pith_short_8: FAL7JE3I

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/FAL7JE3IV23BACGWCLZVWDRIK2 \
  | 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: 2817f49368aeb61008d612f35b0e28568960961364c07a0e4653bcc730c73fae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5d590ec058b41e91b475db4f529a762703939e6b08504a838ede1ffc276f865",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-06T06:07:24Z",
    "title_canon_sha256": "89a83ada92ce3b1df8d86a17362565fac5298089571c11e5e7cb65f0f0c21a80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04745",
    "kind": "arxiv",
    "version": 1
  }
}