Pith Number

pith:AATBMNCA

pith:2024:AATBMNCAUWIHTIPX3UA32QHOEE

not attested not anchored not stored refs pending

LoHan: Low-Cost High-Performance Framework to Fine-Tune 100B Model on a Consumer GPU

Binhang Yuan, Changyue Liao, Fei Wu, Jun Xie, Kaiqi Chen, Mo Sun, Zeke Wang, Zihan Yang

arxiv:2403.06504 v2 · 2024-03-11 · 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{AATBMNCAUWIHTIPX3UA32QHOEE}

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.

Cited by

3 papers in Pith

Train the Trainers -- An Agentic AI Framework for Peer-Based Mental Health Support in Battlefield Environments

Efficient Training on Multiple Consumer GPUs with RoundPipe

Flowr -- Scaling Up Retail Supply Chain Operations Through Agentic AI in Large Scale Supermarket Chains

Receipt and verification

First computed	2026-07-05T09:53:40.436255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0026163440a59079a1f7dd01bd40ee21020384295b77f4ac10101680518e72ed

Aliases

arxiv: 2403.06504 · arxiv_version: 2403.06504v2 · doi: 10.48550/arxiv.2403.06504 · pith_short_12: AATBMNCAUWIH · pith_short_16: AATBMNCAUWIHTIPX · pith_short_8: AATBMNCA

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/AATBMNCAUWIHTIPX3UA32QHOEE \
  | 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: 0026163440a59079a1f7dd01bd40ee21020384295b77f4ac10101680518e72ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1ceace6e9d95386e2305a419220222fba8b77ecbdf98fcf785be8552fa27fdd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-03-11T08:25:53Z",
    "title_canon_sha256": "9acf218c78de9b5fec4fdf49a59adacb3ee8f9bb2f25a83244bfdf7f35252f7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06504",
    "kind": "arxiv",
    "version": 2
  }
}