Pith Number

pith:O6I3P7MF

pith:2023:O6I3P7MFZQPC44GV5QOI4CKHTJ

not attested not anchored not stored refs pending

NetGPT: A Native-AI Network Architecture Beyond Provisioning Personalized Generative Services

Chenghui Peng, Ekram Hossain, Honggang Zhang, Jianjun Wu, Rongpeng Li, Yuxuan Chen, Zhifeng Zhao

arxiv:2307.06148 v4 · 2023-07-12 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O6I3P7MFZQPC44GV5QOI4CKHTJ}

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

Enhancing Confidence Estimation in Telco LLMs via Twin-Pass CoT-Ensembling

Receipt and verification

First computed	2026-07-05T07:54:02.167675Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7791b7fd85cc1e2e70d5ec1c8e09479a7937dad519ff4fae33cb760d58d89897

Aliases

arxiv: 2307.06148 · arxiv_version: 2307.06148v4 · doi: 10.48550/arxiv.2307.06148 · pith_short_12: O6I3P7MFZQPC · pith_short_16: O6I3P7MFZQPC44GV · pith_short_8: O6I3P7MF

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/O6I3P7MFZQPC44GV5QOI4CKHTJ \
  | 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: 7791b7fd85cc1e2e70d5ec1c8e09479a7937dad519ff4fae33cb760d58d89897

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "414e516cfe9b30281a838ba81547e43e2b6b767cba5ddef07e94e1596118ca3d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-12T13:10:08Z",
    "title_canon_sha256": "3b513e85aab4539555099d082dbca1bfbb822f212d556a0280c0841a99f09636"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.06148",
    "kind": "arxiv",
    "version": 4
  }
}