Pith Number

pith:MRE24FMQ

pith:2019:MRE24FMQ5AXQC2EZ4IF4JLRKLA

not attested not anchored not stored refs pending

SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

Barret Zoph, Chung-Cheng Chiu, Daniel S. Park, Ekin D. Cubuk, Quoc V. Le, William Chan, Yu Zhang

arxiv:1904.08779 v3 · 2019-04-18 · eess.AS · cs.CL · cs.LG · cs.SD · stat.ML

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\usepackage{pith}
\pithnumber{MRE24FMQ5AXQC2EZ4IF4JLRKLA}

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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

18 papers in Pith

Physiological Noise Augmentation Improves Non-Invasive Brain-to-Speech

NIM4-ASR: Towards Efficient, Robust, and Customizable Real-Time LLM-Based ASR

Responsible ASR: Overcoming Challenges of Foundational Models in Narrow-Band and Low-Resource Settings

TRADE: Transducer-Augmented Decoder for Speech LLM

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

Receipt and verification

First computed	2026-07-05T00:23:21.806706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6449ae1590e82f016899e20bc4ae2a580c4c0e10cb8b94b47831e156e2107cf6

Aliases

arxiv: 1904.08779 · arxiv_version: 1904.08779v3 · doi: 10.48550/arxiv.1904.08779 · pith_short_12: MRE24FMQ5AXQ · pith_short_16: MRE24FMQ5AXQC2EZ · pith_short_8: MRE24FMQ

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/MRE24FMQ5AXQC2EZ4IF4JLRKLA \
  | 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: 6449ae1590e82f016899e20bc4ae2a580c4c0e10cb8b94b47831e156e2107cf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41e0643c597deda714981e713a954c99d3945788ca1a76e2f025ef43643bcf34",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.SD",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2019-04-18T17:53:38Z",
    "title_canon_sha256": "583ae475d632a2fa684daa33edf6623ff3d9db05f80cb3be05c5e7392ebe41a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.08779",
    "kind": "arxiv",
    "version": 3
  }
}