Pith Number

pith:4IZCE7W4

pith:2023:4IZCE7W46UKYMGRKJRVC6ODYGE

not attested not anchored not stored refs pending

Fine-tuning Strategies for Faster Inference using Speech Self-Supervised Models: A Comparative Study

Mirco Ravanelli, Robin Algayres, Salah Zaiem, Slim Essid, Titouan Parcollet

arxiv:2303.06740 v1 · 2023-03-12 · eess.AS · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4IZCE7W46UKYMGRKJRVC6ODYGE}

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	2026-07-05T05:50:22.681584Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e232227edcf515861a2a4c6a2f387831242daf1afecdb17db1b778cd41f76196

Aliases

arxiv: 2303.06740 · arxiv_version: 2303.06740v1 · doi: 10.48550/arxiv.2303.06740 · pith_short_12: 4IZCE7W46UKY · pith_short_16: 4IZCE7W46UKYMGRK · pith_short_8: 4IZCE7W4

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/4IZCE7W46UKYMGRKJRVC6ODYGE \
  | 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: e232227edcf515861a2a4c6a2f387831242daf1afecdb17db1b778cd41f76196

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4845b4e9b556b0e7d570dd177c079ca2bf7b49edbcd6db874c1608d7b6b77e6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2023-03-12T19:52:34Z",
    "title_canon_sha256": "b788c45190763692f653eee87962d5858714e1f2cf50cd8bf1d9d27bd217b0d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.06740",
    "kind": "arxiv",
    "version": 1
  }
}