Pith Number

pith:DBACCD4N

pith:2021:DBACCD4NI66HRPLPCLVETKPL2H

not attested not anchored not stored refs pending

Hybrid Data Augmentation and Deep Attention-based Dilated Convolutional-Recurrent Neural Networks for Speech Emotion Recognition

Duc Ngoc Minh Dang, Nhat Truong Pham, Sy Dzung Nguyen

arxiv:2109.09026 v1 · 2021-09-18 · cs.SD · cs.HC · 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{DBACCD4NI66HRPLPCLVETKPL2H}

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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.

Receipt and verification

First computed	2026-07-05T03:15:40.660923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1840210f8d47bc78bd6f12ea49a9ebd1e3411603491a6f9007e0360170ba2e9c

Aliases

arxiv: 2109.09026 · arxiv_version: 2109.09026v1 · doi: 10.48550/arxiv.2109.09026 · pith_short_12: DBACCD4NI66H · pith_short_16: DBACCD4NI66HRPLP · pith_short_8: DBACCD4N

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/DBACCD4NI66HRPLPCLVETKPL2H \
  | 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: 1840210f8d47bc78bd6f12ea49a9ebd1e3411603491a6f9007e0360170ba2e9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b33e94242cbf939fd60c0c76102e0fa98d751b0851ba3fef69d0526207587fe",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2021-09-18T23:13:44Z",
    "title_canon_sha256": "ffa961d09bcb0a84849faa09953d47e2470d10392542023866ab831bfcbf4d30"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.09026",
    "kind": "arxiv",
    "version": 1
  }
}