Pith Number

pith:WB3WFHFZ

pith:2025:WB3WFHFZ27P7WKUDJ6SGGDNN65

not attested not anchored not stored refs pending

A Sensitivity-Driven Expert Allocation Method in LoRA-MoE for Efficient Fine-Tuning

Boyu Diao, Junzhou Xu

arxiv:2505.06272 v1 · 2025-05-06 · 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{WB3WFHFZ27P7WKUDJ6SGGDNN65}

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.

Receipt and verification

First computed	2026-07-05T11:01:06.411466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b077629cb9d7dffb2a834fa4630dadf75cc6ff69300fccbb28bda9a50af792c8

Aliases

arxiv: 2505.06272 · arxiv_version: 2505.06272v1 · doi: 10.48550/arxiv.2505.06272 · pith_short_12: WB3WFHFZ27P7 · pith_short_16: WB3WFHFZ27P7WKUD · pith_short_8: WB3WFHFZ

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/WB3WFHFZ27P7WKUDJ6SGGDNN65 \
  | 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: b077629cb9d7dffb2a834fa4630dadf75cc6ff69300fccbb28bda9a50af792c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95741ce6235876a006c66f9d8ac1dba19a180530c29c4115bf017ee9de5c132c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T13:22:46Z",
    "title_canon_sha256": "a8a9af1a62cca3f00b16c1ac9427f3a598c193256f93d73b78bb6f43aca0dbd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06272",
    "kind": "arxiv",
    "version": 1
  }
}