Pith Number

pith:QB7QCI7J

pith:2025:QB7QCI7JPI6F4MZO5SVYOTY2VG

not attested not anchored not stored refs pending

Collaborative Lossless LLM Inference Serving with Offloading-based Pipeline Parallelism on Edge Devices

Dongxiao Yu, Mengbai Xiao, Mingyu Sun, Shen Qu, Xiao Zhang, Yan Li, Yanwei Zheng, Yuan Yuan

arxiv:2512.21835 v2 · 2025-12-26 · 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{QB7QCI7JPI6F4MZO5SVYOTY2VG}

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	2026-06-24T01:14:24.303633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

807f0123e97a3c5e332eecab874f1aa9b1c1eec5e52b59829d0574ceafd30f3e

Aliases

arxiv: 2512.21835 · arxiv_version: 2512.21835v2 · doi: 10.48550/arxiv.2512.21835 · pith_short_12: QB7QCI7JPI6F · pith_short_16: QB7QCI7JPI6F4MZO · pith_short_8: QB7QCI7J

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/QB7QCI7JPI6F4MZO5SVYOTY2VG \
  | 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: 807f0123e97a3c5e332eecab874f1aa9b1c1eec5e52b59829d0574ceafd30f3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8205ff9cd0013ba41b37d98c47c729e38c6f31dbd7ee1ef64f94727152ed4b8d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-12-26T02:41:18Z",
    "title_canon_sha256": "74042781f1da096aa6fbec42adc29f2d36633c9b6ce4d22c6712539f38b86cac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.21835",
    "kind": "arxiv",
    "version": 2
  }
}