Pith Number

pith:JVM6B76Z

pith:2025:JVM6B76ZTCDP7UTKRPVGCAKIGK

not attested not anchored not stored refs pending

TrafficLLM: Enhancing Large Language Models for Network Traffic Analysis with Generic Traffic Representation

Ke Xu, Miao Chen, Qilei Yin, Qi Li, Sijia Li, Tianyu Cui, Xinjie Lin

arxiv:2504.04222 v2 · 2025-04-05 · cs.LG · cs.AI · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JVM6B76ZTCDP7UTKRPVGCAKIGK}

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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

3 papers in Pith

TraceCodec: A Compiler-Backed Neural Codec for Stateful Multi-Flow Network Traffic Traces

ReasonLight: A Multimodal Foundation Model-Enhanced Reinforcement Learning Framework for Zero-Shot Traffic Signal Control

Multimodal Reasoning with LLM for Encrypted Traffic Interpretation: A Benchmark

Receipt and verification

First computed	2026-07-05T10:49:16.547638Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d59e0ffd99886ffd26a8bea61014832868e5bb4534fae2a5e3481ed5a88c41e

Aliases

arxiv: 2504.04222 · arxiv_version: 2504.04222v2 · doi: 10.48550/arxiv.2504.04222 · pith_short_12: JVM6B76ZTCDP · pith_short_16: JVM6B76ZTCDP7UTK · pith_short_8: JVM6B76Z

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/JVM6B76ZTCDP7UTKRPVGCAKIGK \
  | 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: 4d59e0ffd99886ffd26a8bea61014832868e5bb4534fae2a5e3481ed5a88c41e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68e36020995018eb5db552b0f6237896510f5f160d37462cda57f4e420361f30",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-05T16:18:33Z",
    "title_canon_sha256": "f4eb02e2636bd91c373780f0cc1de0ba4cd908fc320bed46c0f193f8f43d6a66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.04222",
    "kind": "arxiv",
    "version": 2
  }
}