Pith Number

pith:IFXRMM7R

pith:2023:IFXRMM7RVAQIVFKBELPOYBGFSL

not attested not anchored not stored refs pending

Confidant: Customizing Transformer-based LLMs via Collaborative Edge Training

Jiming Chen, Qianqian Yang, Shibo He, Yuanchao Shu, Yuhao Chen, Yuxuan Yan

arxiv:2311.13381 v1 · 2023-11-22 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IFXRMM7RVAQIVFKBELPOYBGFSL}

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	2026-07-05T07:15:28.722389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

416f1633f1a8208a954122deec04c592ea4ed413d00ad48c36597687ef842d92

Aliases

arxiv: 2311.13381 · arxiv_version: 2311.13381v1 · doi: 10.48550/arxiv.2311.13381 · pith_short_12: IFXRMM7RVAQI · pith_short_16: IFXRMM7RVAQIVFKB · pith_short_8: IFXRMM7R

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/IFXRMM7RVAQIVFKBELPOYBGFSL \
  | 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: 416f1633f1a8208a954122deec04c592ea4ed413d00ad48c36597687ef842d92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fd5ec2767f7bd158d69a06893bd59959971663a5297efe048842cdb95662773",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-22T13:20:59Z",
    "title_canon_sha256": "e30f2b4b1b8a30f782dbafde30d6f6e088ea18770d567d7ab85e9cdae59a1f5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13381",
    "kind": "arxiv",
    "version": 1
  }
}