Pith Number

pith:UA7BKEKI

pith:2025:UA7BKEKIBN7GPJIIWGD2J2IJC6

not attested not anchored not stored refs pending

When and Why Does Multi-Agent Debate Fail and Does It Really Underperform?

Bo Han, Gang Niu, James Cheng, Masashi Sugiyama, Yongqiang Chen

arxiv:2510.20963 v2 · 2025-10-23 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UA7BKEKIBN7GPJIIWGD2J2IJC6}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Collaborative Disagreement Resolution for Scalable Oversight

AIVV: Neuro-Symbolic LLM Agent-Integrated Verification and Validation for Trustworthy Autonomous Systems

Receipt and verification

First computed	2026-07-15T01:21:47.619080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a03e1511480b7e67a508b187a4e909178b4d5eb9432d76db26cf58c6732eb3e5

Aliases

arxiv: 2510.20963 · arxiv_version: 2510.20963v2 · doi: 10.48550/arxiv.2510.20963 · pith_short_12: UA7BKEKIBN7G · pith_short_16: UA7BKEKIBN7GPJII · pith_short_8: UA7BKEKI

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/UA7BKEKIBN7GPJIIWGD2J2IJC6 \
  | 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: a03e1511480b7e67a508b187a4e909178b4d5eb9432d76db26cf58c6732eb3e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e455e817156fab3b14103b7fd304bd78c8bed8d8d556258a705a01545258974",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-23T19:46:00Z",
    "title_canon_sha256": "21a5eec8b9f68642e1b58a8a9cf57a823d7e8d374d1ebcf426e308172186bbe8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.20963",
    "kind": "arxiv",
    "version": 2
  }
}