Pith Number

pith:MMOR2QQI

pith:2025:MMOR2QQIUDB2FLUF3QEAL6HZJP

not attested not anchored not stored refs pending

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

Amir Hossein Jalilvand, M. Hassan Najafi, Parsa Hassani Shariat Panahi

arxiv:2506.00924 v2 · 2025-06-01 · cs.NI · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MMOR2QQIUDB2FLUF3QEAL6HZJP}

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	2026-07-05T11:29:12.324711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

631d1d4208a0c3a2ae85dc0805f8f94bf146d83c841454ad6825975b8fc89563

Aliases

arxiv: 2506.00924 · arxiv_version: 2506.00924v2 · doi: 10.48550/arxiv.2506.00924 · pith_short_12: MMOR2QQIUDB2 · pith_short_16: MMOR2QQIUDB2FLUF · pith_short_8: MMOR2QQI

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/MMOR2QQIUDB2FLUF3QEAL6HZJP \
  | 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: 631d1d4208a0c3a2ae85dc0805f8f94bf146d83c841454ad6825975b8fc89563

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1d1bf86e4b9fb8ea38dfd2396a3304c4160ca8be80064ca7af9921e672109bf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-06-01T09:31:55Z",
    "title_canon_sha256": "78d7e381625396e7712fef7d277b8953085b618aef834cdede633d66e7efec00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.00924",
    "kind": "arxiv",
    "version": 2
  }
}