Pith Number

pith:LS7HDLRB

pith:2025:LS7HDLRBAYOUEWYOOMLWLZVOGJ

not attested not anchored not stored refs pending

Selection of Layers from Self-supervised Learning Models for Predicting Mean-Opinion-Score of Speech

Chandan K. A. Reddy, Christian Schuldt, Fredrik Cumlin, Saikat Chatterjee, Victor Ungureanu, Xinyu Liang

arxiv:2508.08962 v1 · 2025-08-12 · eess.AS · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LS7HDLRBAYOUEWYOOMLWLZVOGJ}

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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

2 papers in Pith

DNSMOS-C: Improving End-to-end Speech Quality Models via Contrastive Learning

AudioMosaic: Contrastive Masked Audio Representation Learning

Receipt and verification

First computed	2026-07-05T11:52:37.589870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cbe71ae21061d425b0e731765e6ae32494b346bc6befa8def8fbbd7f5a2226a

Aliases

arxiv: 2508.08962 · arxiv_version: 2508.08962v1 · doi: 10.48550/arxiv.2508.08962 · pith_short_12: LS7HDLRBAYOU · pith_short_16: LS7HDLRBAYOUEWYO · pith_short_8: LS7HDLRB

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/LS7HDLRBAYOUEWYOOMLWLZVOGJ \
  | 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: 5cbe71ae21061d425b0e731765e6ae32494b346bc6befa8def8fbbd7f5a2226a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9e5e4c0a30229d4bd9f9cc7f2722ecfc36c020faed7ba16cb7097bf0cf554c4",
    "cross_cats_sorted": [
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-08-12T14:25:55Z",
    "title_canon_sha256": "b7d98d57eff6d7243a3449bbd1309796dfe003e220859340735adb2197dab5de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.08962",
    "kind": "arxiv",
    "version": 1
  }
}