Pith Number

pith:Z2VAQMGE

pith:2024:Z2VAQMGENHDLMX5SHRQDGCTL65

not attested not anchored not stored refs pending

PERFT: Parameter-Efficient Routed Fine-Tuning for Mixture-of-Expert Model

Bailan He, Shuo Chen, Volker Tresp, Yilun Liu, Yunpu Ma, Zhen Han, Zifeng Ding

arxiv:2411.08212 v1 · 2024-11-12 · 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{Z2VAQMGENHDLMX5SHRQDGCTL65}

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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

EPnG: Adaptive Expert Prune-and-Grow for Parameter-Efficient MoE Fine-tuning

Receipt and verification

First computed	2026-07-05T09:34:43.370737Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ceaa0830c469c6b65fb23c60330a6bf75e020a3d6e48109383343fef43625593

Aliases

arxiv: 2411.08212 · arxiv_version: 2411.08212v1 · doi: 10.48550/arxiv.2411.08212 · pith_short_12: Z2VAQMGENHDL · pith_short_16: Z2VAQMGENHDLMX5S · pith_short_8: Z2VAQMGE

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/Z2VAQMGENHDLMX5SHRQDGCTL65 \
  | 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: ceaa0830c469c6b65fb23c60330a6bf75e020a3d6e48109383343fef43625593

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b86bbfb798051db047814a667727ea7be4c58cee7070fb904da63c2cb65b0a8f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-12T22:03:37Z",
    "title_canon_sha256": "ca2ac37cb64ce5cfa7734d4afd0a99fba72d9f64632ce5ebcf5e560f7abdc45b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.08212",
    "kind": "arxiv",
    "version": 1
  }
}