Pith Number

pith:ODYMEM4B

pith:2021:ODYMEM4B64BSJHUSQ3VRA64N36

not attested not anchored not stored refs pending

Efficient Training of Audio Transformers with Patchout

Gerhard Widmer, Hamid Eghbal-zadeh, Jan Schl\"uter, Khaled Koutini

arxiv:2110.05069 v3 · 2021-10-11 · cs.SD · cs.LG · eess.AS

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\usepackage{pith}
\pithnumber{ODYMEM4B64BSJHUSQ3VRA64N36}

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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

9 papers in Pith

Real-Time Interactive Music Generation via Data-Free Streaming Consistency Distillation

STAR-VAE: Structured Topology-Aware Regularization for Audio Reconstruction and Generation

Live Music Diffusion Models: Efficient Fine-Tuning and Post-Training of Interactive Diffusion Music Generators

MMAudioSep: Taming Video-to-Audio Generative Model Towards Video/Text-Queried Sound Separation

Omni2Sound: Towards Unified Video-Text-to-Audio Generation

Receipt and verification

First computed	2026-07-05T05:35:42.369581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

70f0c23381f703249e9286eb107b8ddf9d0ae22c2efd895336483fe04f704eb1

Aliases

arxiv: 2110.05069 · arxiv_version: 2110.05069v3 · doi: 10.48550/arxiv.2110.05069 · pith_short_12: ODYMEM4B64BS · pith_short_16: ODYMEM4B64BSJHUS · pith_short_8: ODYMEM4B

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/ODYMEM4B64BSJHUSQ3VRA64N36 \
  | 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: 70f0c23381f703249e9286eb107b8ddf9d0ae22c2efd895336483fe04f704eb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5abf957d536dacb53c8f1c35c80ccffd832a99a4af95a970e259e9d33f61c45c",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2021-10-11T08:07:50Z",
    "title_canon_sha256": "de72afadca9993299095687ca1d79076186542f5560871265d1a3b43fa6492a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.05069",
    "kind": "arxiv",
    "version": 3
  }
}