Pith Number

pith:VME3GYN7

pith:2025:VME3GYN7RRKSNIGKIWPJFD7AFD

not attested not anchored not stored refs pending

Device-Cloud Collaborative LLM Inference with Multi-Modal, Multi-Task, Multi-Turn Conversations

Christopher G. Brinton, Dong-Jun Han, Liangqi Yuan, Shiqiang Wang

arxiv:2502.11007 v5 · 2025-02-16 · 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{VME3GYN7RRKSNIGKIWPJFD7AFD}

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

Online LLM Selection via Constrained Bandits with Time-Varying Demand

Receipt and verification

First computed	2026-07-14T00:18:17.893404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab09b361bf8c5526a0ca459e928fe028fb7a7a7904c8ef401644bf97f10a2aaa

Aliases

arxiv: 2502.11007 · arxiv_version: 2502.11007v5 · doi: 10.48550/arxiv.2502.11007 · pith_short_12: VME3GYN7RRKS · pith_short_16: VME3GYN7RRKSNIGK · pith_short_8: VME3GYN7

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/VME3GYN7RRKSNIGKIWPJFD7AFD \
  | 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: ab09b361bf8c5526a0ca459e928fe028fb7a7a7904c8ef401644bf97f10a2aaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26ad57d471e5d18d979c25c253adad4fd165ed5fb3e08d216f33b076091cd8fe",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-16T06:18:28Z",
    "title_canon_sha256": "7b7ea74a7611981f2f45f75e54c27502d0d710a2ea1cb7d021fc259570c251ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11007",
    "kind": "arxiv",
    "version": 5
  }
}