Pith Number

pith:K3ZWHBQK

pith:2025:K3ZWHBQKR2QE2WY6M33OYDNKYP

not attested not anchored not stored refs pending

SSLAM: Enhancing Self-Supervised Models with Audio Mixtures for Polyphonic Soundscapes

Armin Mustafa, Muhammad Awais, Philip JB Jackson, Sara Ahmed, Tony Alex

arxiv:2506.12222 v1 · 2025-06-13 · cs.SD · cs.AI · cs.LG · 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{K3ZWHBQKR2QE2WY6M33OYDNKYP}

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

2 papers in Pith

From Objectives to Applications: Aligning Architectural Biases in Audio Self-Supervised Learning

EnvTriCascade: An Environment-Aware Tri-Stage Cascaded Framework for ESDD2 2026 Challenge

Receipt and verification

First computed	2026-07-05T11:21:23.488401Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56f363860a8ea04d5b1e66f6ec0daac3cd456baf79a6421b036b336cc92a1fa5

Aliases

arxiv: 2506.12222 · arxiv_version: 2506.12222v1 · doi: 10.48550/arxiv.2506.12222 · pith_short_12: K3ZWHBQKR2QE · pith_short_16: K3ZWHBQKR2QE2WY6 · pith_short_8: K3ZWHBQK

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/K3ZWHBQKR2QE2WY6M33OYDNKYP \
  | 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: 56f363860a8ea04d5b1e66f6ec0daac3cd456baf79a6421b036b336cc92a1fa5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "934af4f13128bce6d7345637d420d81a2cd4f113435a08e0b2d0d4d13a5af650",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-06-13T20:48:46Z",
    "title_canon_sha256": "5545d530afacae9ec0af2eae2760e0ec8a10c553c262937cb3c6e6197dce0634"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.12222",
    "kind": "arxiv",
    "version": 1
  }
}