Pith Number

pith:IZBPDOYR

pith:2025:IZBPDOYRUQKYJOM27UOEBALA2H

not attested not anchored not stored refs pending

Task-Aware Parameter-Efficient Fine-Tuning of Large Pre-Trained Models at the Edge

Sam Kwong, Senkang Hu, Yanan Ma, Yihang Tao, Yiqin Deng, Yuguang Fang, Zhengru Fang, Zihan Fang

arxiv:2504.03718 v1 · 2025-03-29 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IZBPDOYRUQKYJOM27UOEBALA2H}

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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

1 paper in Pith

Dynamic Uncertainty-aware Multimodal Fusion for Outdoor Health Monitoring

Receipt and verification

First computed	2026-07-05T10:44:46.985522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4642f1bb11a41584b99afd1c408160d1c5b9ae119408deea81a7da598f7c7572

Aliases

arxiv: 2504.03718 · arxiv_version: 2504.03718v1 · doi: 10.48550/arxiv.2504.03718 · pith_short_12: IZBPDOYRUQKY · pith_short_16: IZBPDOYRUQKYJOM2 · pith_short_8: IZBPDOYR

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/IZBPDOYRUQKYJOM27UOEBALA2H \
  | 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: 4642f1bb11a41584b99afd1c408160d1c5b9ae119408deea81a7da598f7c7572

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1763bbd692ba21569be672017fb82830e6a9b767b3ea5de9c70ca5f9279b79ba",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-29T10:23:36Z",
    "title_canon_sha256": "197613ece241eb7bb81049e9828982c8eb6ed0009c215c80ef78c4123a2a0887"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.03718",
    "kind": "arxiv",
    "version": 1
  }
}