Pith Number

pith:FIRE6HC3

pith:2025:FIRE6HC3DFZXCRY3P6IYYNZRFL

not attested not anchored not stored refs pending

DeServe: Towards Affordable Offline LLM Inference via Decentralization

Dawn Song, Linyu Wu, Tianneng Shi, Xiaoyuan Liu, Zhe Ye

arxiv:2501.14784 v1 · 2025-01-04 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FIRE6HC3DFZXCRY3P6IYYNZRFL}

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

2 papers in Pith

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic

Distributed Generative Inference of LLM at Internet Scales with Multi-Dimensional Communication Optimization

Receipt and verification

First computed	2026-07-05T10:05:18.387235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a224f1c5b197371471b7f918c37312af09f71af35a428754ca36464edcdb4cd

Aliases

arxiv: 2501.14784 · arxiv_version: 2501.14784v1 · doi: 10.48550/arxiv.2501.14784 · pith_short_12: FIRE6HC3DFZX · pith_short_16: FIRE6HC3DFZXCRY3 · pith_short_8: FIRE6HC3

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/FIRE6HC3DFZXCRY3P6IYYNZRFL \
  | 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: 2a224f1c5b197371471b7f918c37312af09f71af35a428754ca36464edcdb4cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cff739881e3217a48c1b5a08c1834d98de7e8fa4adaa4830b12d7f37be357531",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-01-04T02:10:50Z",
    "title_canon_sha256": "fc1c3d8ad005b6e0fab0081882ec839b8d04cbd2b241a4ae31664c8bfc7f7fef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14784",
    "kind": "arxiv",
    "version": 1
  }
}