Pith Number

pith:SKZ2PM64

pith:2024:SKZ2PM64PMA32FHI3LGXOQGKH3

not attested not anchored not stored refs pending

PEFT for Speech: Unveiling Optimal Placement, Merging Strategies, and Ensemble Techniques

Hao-Yung Weng, How-Shing Wang, Hung-yi Lee, Kuang-Chen Peng, Tzu-Han Lin, Zih-Ching Chen

arxiv:2401.02122 v2 · 2024-01-04 · cs.CL · cs.SD · 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{SKZ2PM64PMA32FHI3LGXOQGKH3}

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.

Cited by

1 paper in Pith

When Vision Models Meet Parameter Efficient Look-Aside Adapters Without Large-Scale Audio Pretraining

Receipt and verification

First computed	2026-07-05T07:42:22.845383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92b3a7b3dc7b01bd14e8dacd7740ca3efd30b7d5fd2e389f70b8897e22e2228c

Aliases

arxiv: 2401.02122 · arxiv_version: 2401.02122v2 · doi: 10.48550/arxiv.2401.02122 · pith_short_12: SKZ2PM64PMA3 · pith_short_16: SKZ2PM64PMA32FHI · pith_short_8: SKZ2PM64

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/SKZ2PM64PMA32FHI3LGXOQGKH3 \
  | 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: 92b3a7b3dc7b01bd14e8dacd7740ca3efd30b7d5fd2e389f70b8897e22e2228c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4322c0ae96eac8224fd65ad8610d701cd19b5fd0c95c60e33d6af9bb5e96a39",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-04T08:11:33Z",
    "title_canon_sha256": "020cd215eb35844e6cb7593f686d78f4da21b6dcce99bbeb8b780dab2d5df9f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02122",
    "kind": "arxiv",
    "version": 2
  }
}