Pith Number

pith:FM6KO3CV

pith:2025:FM6KO3CVRVPLWEIIGANZZHGPSK

not attested not anchored not stored refs pending

Decoding Knowledge Attribution in Mixture-of-Experts: A Framework of Basic-Refinement Collaboration and Efficiency Analysis

Bo Wang, Jia Liu, Junzhuo Li, Peijie Jiang, Xiuze Zhou, Xuming Hu

arxiv:2505.24593 v2 · 2025-05-30 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{FM6KO3CVRVPLWEIIGANZZHGPSK}

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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

A Survey on Data Security in Large Language Models

Receipt and verification

First computed	2026-07-05T11:19:27.573220Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b3ca76c558d5ebb1108301b9c9ccf929e443b99a9c7b730a91581e2d0f576e0

Aliases

arxiv: 2505.24593 · arxiv_version: 2505.24593v2 · doi: 10.48550/arxiv.2505.24593 · pith_short_12: FM6KO3CVRVPL · pith_short_16: FM6KO3CVRVPLWEII · pith_short_8: FM6KO3CV

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/FM6KO3CVRVPLWEIIGANZZHGPSK \
  | 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: 2b3ca76c558d5ebb1108301b9c9ccf929e443b99a9c7b730a91581e2d0f576e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f195f586c7b46335cfdbf9af0793d750b309edc635fb5c0284e5dc97d8184d24",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-30T13:40:51Z",
    "title_canon_sha256": "73dc2f525c849c600957a05cfedabc3f3505c1b67bff0db9dd36fe3466aed7f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24593",
    "kind": "arxiv",
    "version": 2
  }
}