Pith Number

pith:ZZ3FKMSF

pith:2025:ZZ3FKMSFJKE7A3QGMANDVLVUXY

not attested not anchored not stored refs pending

DiSCo: Device-Server Collaborative LLM-Based Text Streaming Services

Fan Lai, Penghan Wang, Ting Sun

arxiv:2502.11417 v2 · 2025-02-17 · cs.LG · 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{ZZ3FKMSFJKE7A3QGMANDVLVUXY}

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

1 paper in Pith

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges

Receipt and verification

First computed	2026-07-05T11:09:08.466183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce765532454a89f06e06601a3aaeb4be27c9c04a6a242006620889b1738fdae3

Aliases

arxiv: 2502.11417 · arxiv_version: 2502.11417v2 · doi: 10.48550/arxiv.2502.11417 · pith_short_12: ZZ3FKMSFJKE7 · pith_short_16: ZZ3FKMSFJKE7A3QG · pith_short_8: ZZ3FKMSF

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/ZZ3FKMSFJKE7A3QGMANDVLVUXY \
  | 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: ce765532454a89f06e06601a3aaeb4be27c9c04a6a242006620889b1738fdae3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "099728ef2e2f4da7d096315ab82f0e682e35d8b5ad0aa7bd634b7c6560c31e76",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T04:15:45Z",
    "title_canon_sha256": "108402be26d55ab91fa149c2593e9cb59febd43a6aa292399dfcfb14f74a2232"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11417",
    "kind": "arxiv",
    "version": 2
  }
}