Pith Number

pith:PKVPK6EX

pith:2025:PKVPK6EXO7QXKWKZMOALY4XYRL

not attested not anchored not stored refs pending

ITO-Master: Inference-Time Optimization for Audio Effects Modeling of Music Mastering Processors

Giorgio Fabbro, Junghyun Koo, Marco A. Mart\'inez-Ram\'irez, Michele Mancusi, Wei-Hsiang Liao, Yuki Mitsufuji

arxiv:2506.16889 v3 · 2025-06-20 · cs.SD · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PKVPK6EXO7QXKWKZMOALY4XYRL}

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	2026-07-05T11:31:07.626575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7aaaf5789777e17559596380bc72f88afb4545e67d5eaf4d8de638b7aa69a20d

Aliases

arxiv: 2506.16889 · arxiv_version: 2506.16889v3 · doi: 10.48550/arxiv.2506.16889 · pith_short_12: PKVPK6EXO7QX · pith_short_16: PKVPK6EXO7QXKWKZ · pith_short_8: PKVPK6EX

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/PKVPK6EXO7QXKWKZMOALY4XYRL \
  | 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: 7aaaf5789777e17559596380bc72f88afb4545e67d5eaf4d8de638b7aa69a20d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e80eb746a157cb652569c68c1c3ebeea8a05a2aaf806c60a294161e74a311495",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-06-20T10:21:56Z",
    "title_canon_sha256": "cdc43b05d4fb9fc61b1c41dd92c8ac12a7a906904e9469d97c52910ea9a1f47d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.16889",
    "kind": "arxiv",
    "version": 3
  }
}