Pith Number

pith:3RKO2WW7

pith:2024:3RKO2WW7H5KASGBCRNYTIM3PI2

not attested not anchored not stored refs pending

Collaborative Inference for Large Models with Task Offloading and Early Exiting

Hongli Xu, Yang Xu, Yunming Liao, Zhiyuan Yao, Zuan Xie

arxiv:2412.08284 v1 · 2024-12-11 · 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{3RKO2WW7H5KASGBCRNYTIM3PI2}

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	2026-07-05T09:47:47.711920Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc54ed5adf3f540918228b7134336f4684b4077c3c9eaf0cf643028535f6299f

Aliases

arxiv: 2412.08284 · arxiv_version: 2412.08284v1 · doi: 10.48550/arxiv.2412.08284 · pith_short_12: 3RKO2WW7H5KA · pith_short_16: 3RKO2WW7H5KASGBC · pith_short_8: 3RKO2WW7

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/3RKO2WW7H5KASGBCRNYTIM3PI2 \
  | 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: dc54ed5adf3f540918228b7134336f4684b4077c3c9eaf0cf643028535f6299f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "daae38f579351a6f92c586302ee51107db73b298a8f2e25ab086409d05560fb3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-12-11T10:59:05Z",
    "title_canon_sha256": "590e121dde80219c948a0ee39d0b8d4d79a748a3e197e6c5867ba40bf6a615a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08284",
    "kind": "arxiv",
    "version": 1
  }
}