Pith Number

pith:B2FU44HF

pith:2024:B2FU44HFDPEAVWZWZRXQYFT27G

not attested not anchored not stored refs pending

FusionLLM: A Decentralized LLM Training System on Geo-distributed GPUs with Adaptive Compression

Amelie Chi Zhou, Bingsheng He, Bo Li, Kaiyong Zhao, Qiang Wang, Rongfei Zeng, Shaohuai Shi, Xiaowen Chu, Xinglin Pan, Xin He, Xueze Kang, Yiming Yin, Yuxin Wang, Zhenheng Tang

arxiv:2410.12707 v1 · 2024-10-16 · cs.DC · cs.AI · 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{B2FU44HFDPEAVWZWZRXQYFT27G}

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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

Decentralised AI Training and Inference with BlockTrain

ScaleAcross Explorer: Exploring Communication Optimization for Scale-Across AI Model Training

Bandwidth-Aware and Cost-Efficient Pipeline Parallel Scheduling in Geo-Distributed LLM Training

Receipt and verification

First computed	2026-07-05T09:21:32.690021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e8b4e70e51bc80adb36cc6f0c167af996761d748bf2b628d1276cb9feb0c27c

Aliases

arxiv: 2410.12707 · arxiv_version: 2410.12707v1 · doi: 10.48550/arxiv.2410.12707 · pith_short_12: B2FU44HFDPEA · pith_short_16: B2FU44HFDPEAVWZW · pith_short_8: B2FU44HF

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/B2FU44HFDPEAVWZWZRXQYFT27G \
  | 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: 0e8b4e70e51bc80adb36cc6f0c167af996761d748bf2b628d1276cb9feb0c27c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac9c1d8aff50c2e49078541315854e1936e237e97d8339d7064d457172f7bfbd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-10-16T16:13:19Z",
    "title_canon_sha256": "be19a12a2e4679500a0ca9cf5a34de5853b32597afef4bd68ccb7b9f8bf5f1bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12707",
    "kind": "arxiv",
    "version": 1
  }
}