Pith Number

pith:5QSGE3MU

pith:2024:5QSGE3MU4L7J3NI5QF4UPR77G4

not attested not anchored not stored refs pending

Developing an Effective Training Dataset to Enhance the Performance of AI-based Speaker Separation Systems

Assef Jafar, Oumayma Al Dakkak, Rawad Melhem

arxiv:2411.08375 v1 · 2024-11-13 · 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{5QSGE3MU4L7J3NI5QF4UPR77G4}

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	2026-07-05T09:34:46.356682Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ec24626d94e2fe9db51d817947c7ff372c06133d14cde9a8f696abd3c75c5a69

Aliases

arxiv: 2411.08375 · arxiv_version: 2411.08375v1 · doi: 10.48550/arxiv.2411.08375 · pith_short_12: 5QSGE3MU4L7J · pith_short_16: 5QSGE3MU4L7J3NI5 · pith_short_8: 5QSGE3MU

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/5QSGE3MU4L7J3NI5QF4UPR77G4 \
  | 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: ec24626d94e2fe9db51d817947c7ff372c06133d14cde9a8f696abd3c75c5a69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c696fffe0f93e7c2fe11bfb9426251b205448cf31456882905911144a68a2bdb",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-11-13T06:55:18Z",
    "title_canon_sha256": "d689db91b6153b60a43b71ba685fb3b5faf6f91f1c6392fa7b0cf301fda9e213"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08375",
    "kind": "arxiv",
    "version": 1
  }
}