Pith Number

pith:HWXB2CYP

pith:2024:HWXB2CYPCUEALBFNKFINZJ7CGO

not attested not anchored not stored refs pending

Multi-Iteration Multi-Stage Fine-Tuning of Transformers for Sound Event Detection with Heterogeneous Datasets

Florian Schmid, Gerhard Widmer, Jonathan Greif, Paul Primus, Tobias Morocutti

arxiv:2407.12997 v1 · 2024-07-17 · 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{HWXB2CYPCUEALBFNKFINZJ7CGO}

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	2026-07-05T08:45:14.445753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3dae1d0b0f15080584ad5150dca7e2339e6f993b661e3134e55631006244a219

Aliases

arxiv: 2407.12997 · arxiv_version: 2407.12997v1 · doi: 10.48550/arxiv.2407.12997 · pith_short_12: HWXB2CYPCUEA · pith_short_16: HWXB2CYPCUEALBFN · pith_short_8: HWXB2CYP

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/HWXB2CYPCUEALBFNKFINZJ7CGO \
  | 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: 3dae1d0b0f15080584ad5150dca7e2339e6f993b661e3134e55631006244a219

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e019b65d5b96f8efeb6d1188606f2f113973b724dc4fb0b9e14d82c1c9dc06f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2024-07-17T20:32:58Z",
    "title_canon_sha256": "85e1b7dbf7b0005d9850a8ad8373a36c8bd293d2dbdb9d49bb617d60abe1cdb5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12997",
    "kind": "arxiv",
    "version": 1
  }
}