Pith Number

pith:Q6PZTPQB

pith:2025:Q6PZTPQB23TNHG5IVNDCTSMRHX

not attested not anchored not stored refs pending

CoMoE: Contrastive Representation for Mixture-of-Experts in Parameter-Efficient Fine-tuning

Chaopeng Wei, Jinyuan Feng, Tenghai Qiu, Tianyi Hu, Zhiqiang Pu

arxiv:2505.17553 v2 · 2025-05-23 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q6PZTPQB23TNHG5IVNDCTSMRHX}

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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

3 papers in Pith

Mixture of Debaters: Learn to Debate at Architectural Level in Multi-Agent Reasoning

Does Role Specialization Matter for Explanation Faithfulness in Mixture-of-Experts?

SMoES: Soft Modality-Guided Expert Specialization in MoE-VLMs

Receipt and verification

First computed	2026-07-05T12:00:50.090320Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

879f99be01d6e6d39ba8ab4629c9913dd489a0de349a583baccf10e2d94d4a3c

Aliases

arxiv: 2505.17553 · arxiv_version: 2505.17553v2 · doi: 10.48550/arxiv.2505.17553 · pith_short_12: Q6PZTPQB23TN · pith_short_16: Q6PZTPQB23TNHG5I · pith_short_8: Q6PZTPQB

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/Q6PZTPQB23TNHG5IVNDCTSMRHX \
  | 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: 879f99be01d6e6d39ba8ab4629c9913dd489a0de349a583baccf10e2d94d4a3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6dc1afc2fe88809cdd4a8df9dfa4e48d988ee5465e7692e666a98aa7106de333",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-23T06:58:44Z",
    "title_canon_sha256": "1dd6c02922e01782f830e420072850109787415d6022203675d05359f4a46b86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17553",
    "kind": "arxiv",
    "version": 2
  }
}