Pith Number

pith:W3KMAIXQ

pith:2025:W3KMAIXQS5ANM7O4OF7PNKWDEX

not attested not anchored not stored refs pending

AAD-LLM: Neural Attention-Driven Auditory Scene Understanding

Adeen Flinker, Ashesh Mehta, Daniel Friedman, Guy M McKhann, Nima Mesgarani, Stephan Bickel, Sukru Samet Dindar, Vishal Choudhari, Xilin Jiang

arxiv:2502.16794 v3 · 2025-02-24 · cs.SD · cs.AI · cs.CL · cs.HC · 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{W3KMAIXQS5ANM7O4OF7PNKWDEX}

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	2026-07-05T11:19:24.885646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6d4c022f09740d67ddc717ef6aac325efb89323a2a246880370186d218856e4

Aliases

arxiv: 2502.16794 · arxiv_version: 2502.16794v3 · doi: 10.48550/arxiv.2502.16794 · pith_short_12: W3KMAIXQS5AN · pith_short_16: W3KMAIXQS5ANM7O4 · pith_short_8: W3KMAIXQ

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/W3KMAIXQS5ANM7O4OF7PNKWDEX \
  | 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: b6d4c022f09740d67ddc717ef6aac325efb89323a2a246880370186d218856e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31c6bb10c7e4d6772a301b6a340a8ae9ba8a7de5acef8ab55fd965ca28353555",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.HC",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-02-24T03:06:45Z",
    "title_canon_sha256": "15f2ae0074c2488e66e7bd92fa81a03430b664ece92325906e6ff004359c1c1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16794",
    "kind": "arxiv",
    "version": 3
  }
}