Pith Number

pith:UZDMREH5

pith:2025:UZDMREH5H7AR27VBAGUMP2YIAU

not attested not anchored not stored refs pending

Unveiling Hidden Collaboration within Mixture-of-Experts in Large Language Models

Meixuan Chen, Naifan Zhang, Yang Li, Yan Tang, Yuanbo Tang

arxiv:2504.12359 v1 · 2025-04-16 · 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{UZDMREH5H7AR27VBAGUMP2YIAU}

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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

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training

Receipt and verification

First computed	2026-07-05T10:50:14.782080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a646c890fd3fc11d7ea101a8c7eb080529657a52f9f0f83d51f65c7544f4bc84

Aliases

arxiv: 2504.12359 · arxiv_version: 2504.12359v1 · doi: 10.48550/arxiv.2504.12359 · pith_short_12: UZDMREH5H7AR · pith_short_16: UZDMREH5H7AR27VB · pith_short_8: UZDMREH5

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/UZDMREH5H7AR27VBAGUMP2YIAU \
  | 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: a646c890fd3fc11d7ea101a8c7eb080529657a52f9f0f83d51f65c7544f4bc84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c2d906909b79bb4ad10773d07884f9db9653bdad43d57d4595385530a15c98b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-16T04:06:15Z",
    "title_canon_sha256": "2fa887e7090e8879bb93948d8793364c94f59da8dc42f8460f129cf37a0dbf6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12359",
    "kind": "arxiv",
    "version": 1
  }
}