Pith Number

pith:NHSQR6TP

pith:2024:NHSQR6TP45SJK4MY2B5Y35EUFI

not attested not anchored not stored refs pending

Large Language Model Aided QoS Prediction for Service Recommendation

Honghao Li, Huiying Liu, Qilin Wu, Yiwen Zhang, Zekun Zhang

arxiv:2408.02223 v3 · 2024-08-05 · cs.LG · 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{NHSQR6TP45SJK4MY2B5Y35EUFI}

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

Bridging Subjective and Objective QoE: Operator-Level Aggregation Using LLM-Based Comment Analysis and Network MOS Comparison

Receipt and verification

First computed	2026-07-05T11:59:06.646159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69e508fa6fe764957198d07b8df4942a3860c72cb0beef6719384e90ea31b137

Aliases

arxiv: 2408.02223 · arxiv_version: 2408.02223v3 · doi: 10.48550/arxiv.2408.02223 · pith_short_12: NHSQR6TP45SJ · pith_short_16: NHSQR6TP45SJK4MY · pith_short_8: NHSQR6TP

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/NHSQR6TP45SJK4MY2B5Y35EUFI \
  | 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: 69e508fa6fe764957198d07b8df4942a3860c72cb0beef6719384e90ea31b137

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e561b8636f901fd6469b1e4c41fd0fd4ad173d06210d1a98af133d399749c513",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-05T03:54:52Z",
    "title_canon_sha256": "208e0330f4f17a9e5307edeca7d0f9a398285bdaf008cd7c4f78147e7108f351"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.02223",
    "kind": "arxiv",
    "version": 3
  }
}