Pith Number

pith:NQZPIYZ6

pith:2025:NQZPIYZ6FWQ2MSBTHHLFNFVQPS

not attested not anchored not stored refs pending

Respond to Change with Constancy: Instruction-tuning with LLM for Non-I.I.D. Network Traffic Classification

Gang Xiong, Gaopeng Gou, Jing Yu, Wei Xia, Wenqi Dong, Xinjie Lin, Zhen Li

arxiv:2505.20866 v1 · 2025-05-27 · cs.CR · cs.AI · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NQZPIYZ6FWQ2MSBTHHLFNFVQPS}

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	2026-07-05T11:12:33.636071Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c32f4633e2da1a6483339d65696b07c9b3597fcb89584339e2f074d60fe93cb

Aliases

arxiv: 2505.20866 · arxiv_version: 2505.20866v1 · doi: 10.48550/arxiv.2505.20866 · pith_short_12: NQZPIYZ6FWQ2 · pith_short_16: NQZPIYZ6FWQ2MSBT · pith_short_8: NQZPIYZ6

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/NQZPIYZ6FWQ2MSBTHHLFNFVQPS \
  | 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: 6c32f4633e2da1a6483339d65696b07c9b3597fcb89584339e2f074d60fe93cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8505b4b4b9b751c84994025e47b1dbf357ac3953046ba0597c4f90ae9880a3f0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-05-27T08:18:16Z",
    "title_canon_sha256": "d41f141b9bb9ea4b76db9301eadc59f653cde6b816f0bcbdea2b93bf29de4fe1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20866",
    "kind": "arxiv",
    "version": 1
  }
}