Pith Number

pith:FCMB3YLO

pith:2025:FCMB3YLOWJ7FDEMDK4JNFAAUCI

not attested not anchored not stored refs pending

ImprovNet -- Generating Controllable Musical Improvisations with Iterative Corruption Refinement

Dorien Herremans, Fareza R. Enus, Keshav Bhandari, Louis B. Bradshaw, Simon Colton, Sungkyun Chang, Tongyu Lu

arxiv:2502.04522 v4 · 2025-02-06 · cs.SD · cs.AI · 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{FCMB3YLOWJ7FDEMDK4JNFAAUCI}

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

SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering

Receipt and verification

First computed	2026-07-05T11:03:56.308367Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28981de16eb27e5191835712d280141237bb7b861bed7e06ace8a12be2945060

Aliases

arxiv: 2502.04522 · arxiv_version: 2502.04522v4 · doi: 10.48550/arxiv.2502.04522 · pith_short_12: FCMB3YLOWJ7F · pith_short_16: FCMB3YLOWJ7FDEMD · pith_short_8: FCMB3YLO

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/FCMB3YLOWJ7FDEMDK4JNFAAUCI \
  | 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: 28981de16eb27e5191835712d280141237bb7b861bed7e06ace8a12be2945060

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b486bfd57b62ca892db5ebdc4022f44734d53aa35aaf38107e345e0396e0658e",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-02-06T21:45:38Z",
    "title_canon_sha256": "c1697aa087fa6bb9ef463ce66a7cc39470f58dcaf6f8a2ce775e96ab6fd00ede"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04522",
    "kind": "arxiv",
    "version": 4
  }
}