Pith Number

pith:ZUS7F23S

pith:2024:ZUS7F23SCNDWMVLG5MEOZX6YMM

not attested not anchored not stored refs pending

CCoE: A Compact and Efficient LLM Framework with Multi-Expert Collaboration for Resource-Limited Settings

Hanzhong Zheng, Jianfeng Pan, Min Peng, Shaomang Huang

arxiv:2407.11686 v4 · 2024-07-16 · cs.CL · 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{ZUS7F23SCNDWMVLG5MEOZX6YMM}

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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

2 papers in Pith

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs

Receipt and verification

First computed	2026-07-05T10:15:18.276391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd25f2eb721347665566eb08ecdfd8631d6e341bc48e28dee4954189baf3459d

Aliases

arxiv: 2407.11686 · arxiv_version: 2407.11686v4 · doi: 10.48550/arxiv.2407.11686 · pith_short_12: ZUS7F23SCNDW · pith_short_16: ZUS7F23SCNDWMVLG · pith_short_8: ZUS7F23S

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/ZUS7F23SCNDWMVLG5MEOZX6YMM \
  | 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: cd25f2eb721347665566eb08ecdfd8631d6e341bc48e28dee4954189baf3459d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f053d0686ed34bf82ad06d4985b43a63092d25a48a486d497ded890176c74098",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-16T13:03:58Z",
    "title_canon_sha256": "e8f3211cf1b29fd19532f514754c6525497cf649104843a08f3797b199fc3ec6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11686",
    "kind": "arxiv",
    "version": 4
  }
}