Pith Number

pith:K7RYTIVO

pith:2025:K7RYTIVOIZOVABVCHTIVQG4BH6

not attested not anchored not stored refs pending

From Debate to Equilibrium: Belief-Driven Multi-Agent LLM Reasoning via Bayesian Nash Equilibrium

Bo Han, Chentao Cao, Qiyu Niu, Tongliang Liu, Xie Yi, Zhanke Zhou

arxiv:2506.08292 v1 · 2025-06-09 · 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{K7RYTIVOIZOVABVCHTIVQG4BH6}

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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

Learning from Self-Debate: Preparing Reasoning Models for Multi-Agent Debate

TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination

Strategic Heterogeneous Multi-Agent Architecture for Cost-Effective Code Vulnerability Detection

Receipt and verification

First computed	2026-07-05T11:18:47.611400Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57e389a2ae465d5006a23cd1581b813fa506e167901204a4ee360efc9af5c39d

Aliases

arxiv: 2506.08292 · arxiv_version: 2506.08292v1 · doi: 10.48550/arxiv.2506.08292 · pith_short_12: K7RYTIVOIZOV · pith_short_16: K7RYTIVOIZOVABVC · pith_short_8: K7RYTIVO

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/K7RYTIVOIZOVABVCHTIVQG4BH6 \
  | 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: 57e389a2ae465d5006a23cd1581b813fa506e167901204a4ee360efc9af5c39d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e76342c9e101e9510e006fcbe82164756bd40502b4c153302c27a52b16f41a8",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-09T23:49:14Z",
    "title_canon_sha256": "66868ff15827afae626a95e4261773290856d7be26a1d87640f417515b7e2d9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08292",
    "kind": "arxiv",
    "version": 1
  }
}