Pith Number

pith:S36EIBOL

pith:2023:S36EIBOLE4MXW3HOK6UB3X3ITY

not attested not anchored not stored refs pending

PEFT-SER: On the Use of Parameter Efficient Transfer Learning Approaches For Speech Emotion Recognition Using Pre-trained Speech Models

Shrikanth Narayanan, Tiantian Feng

arxiv:2306.05350 v2 · 2023-06-08 · cs.SD · eess.AS

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\usepackage{pith}
\pithnumber{S36EIBOLE4MXW3HOK6UB3X3ITY}

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Record completeness

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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

1 paper in Pith

Efficient and Private: Memorisation under differentially private parameter-efficient fine-tuning in language models

Receipt and verification

First computed	2026-07-05T07:44:54.596946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96fc4405cb27197b6cee57a81ddf689e341932439a290da530101c06239065ff

Aliases

arxiv: 2306.05350 · arxiv_version: 2306.05350v2 · doi: 10.48550/arxiv.2306.05350 · pith_short_12: S36EIBOLE4MX · pith_short_16: S36EIBOLE4MXW3HO · pith_short_8: S36EIBOL

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/S36EIBOLE4MXW3HOK6UB3X3ITY \
  | 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: 96fc4405cb27197b6cee57a81ddf689e341932439a290da530101c06239065ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57c5eab335ad62d7125e8a68d5043051b5313b34532802e59b3a5852a7ae46fb",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2023-06-08T16:53:02Z",
    "title_canon_sha256": "e600a69e165fffd737520cb77b161f548919c8ddccb628b0c367310fc50a2fa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05350",
    "kind": "arxiv",
    "version": 2
  }
}