Pith Number

pith:PXXPHPZI

pith:2023:PXXPHPZIKJ6VSII5N72Z4KIPYE

not attested not anchored not stored refs pending

Customizable Combination of Parameter-Efficient Modules for Multi-Task Learning

Cong Fan, Haowen Wang, Jinjie Gu, Tao Sun

arxiv:2312.03248 v1 · 2023-12-06 · 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{PXXPHPZIKJ6VSII5N72Z4KIPYE}

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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

PEML: Parameter-efficient Multi-Task Learning with Optimized Continuous Prompts

Receipt and verification

First computed	2026-07-05T07:21:00.720868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7deef3bf28527d59211d6ff59e290fc132c8e732e4bb832b66ac69f9130ce297

Aliases

arxiv: 2312.03248 · arxiv_version: 2312.03248v1 · doi: 10.48550/arxiv.2312.03248 · pith_short_12: PXXPHPZIKJ6V · pith_short_16: PXXPHPZIKJ6VSII5 · pith_short_8: PXXPHPZI

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/PXXPHPZIKJ6VSII5N72Z4KIPYE \
  | 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: 7deef3bf28527d59211d6ff59e290fc132c8e732e4bb832b66ac69f9130ce297

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71c14f599d5b7df8aefa1a31a2f520ab589d33ee430a0b70c8c5347a2937159e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-06T02:47:56Z",
    "title_canon_sha256": "ba4231962c45c944eb0a98b3313528f538c75b6f572007aadcdadf9ec3965a25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03248",
    "kind": "arxiv",
    "version": 1
  }
}