Pith Number

pith:GNCIAWRJ

pith:2023:GNCIAWRJAYCEQV3TAVXDEWQQNL

not attested not anchored not stored refs pending

NetGPT: Generative Pretrained Transformer for Network Traffic

Chungang Lin, Xuying Meng, Yequan Wang, Yujun Zhang

arxiv:2304.09513 v3 · 2023-04-19 · cs.NI · cs.AI · 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{GNCIAWRJAYCEQV3TAVXDEWQQNL}

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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

9 papers in Pith

Contrastive Learning and Correlation Clustering for Sequences of Network Telescope Data

NetVAD: Foundation-Model Representation Learning for Identifier-Free Unsupervised Intrusion Detection

Protocol-Aware Tokenization and Architecture Co-Design for Wireless Packet Foundation Models

UniAlign: A Model-Agnostic Framework for Robust Network Traffic Classification under Distribution Shifts

Receipt and verification

First computed	2026-07-05T12:00:42.026879Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3344805a290604485773056e325a106ae805b847d61d6218f5c8f36fafa367fe

Aliases

arxiv: 2304.09513 · arxiv_version: 2304.09513v3 · doi: 10.48550/arxiv.2304.09513 · pith_short_12: GNCIAWRJAYCE · pith_short_16: GNCIAWRJAYCEQV3T · pith_short_8: GNCIAWRJ

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/GNCIAWRJAYCEQV3TAVXDEWQQNL \
  | 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: 3344805a290604485773056e325a106ae805b847d61d6218f5c8f36fafa367fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ad678d8c3378238401570611ef6e593d5e776d3f04b5d9bd9877b27f0385a87",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-04-19T09:04:30Z",
    "title_canon_sha256": "933e18ac6301dcc54c80e8fb86466b25836831b29c0dc8cf953b3d7782f833c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.09513",
    "kind": "arxiv",
    "version": 3
  }
}