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Pith Number

pith:KEOBPYJS

pith:2025:KEOBPYJSC7DJ34WIRQCD6XKORF
not attested not anchored not stored refs pending

X-MAS: Towards Building Multi-Agent Systems with Heterogeneous LLMs

Lei Bai, Qimin Wu, Rui Ye, Siheng Chen, Xianghe Pang, Xiangrui Liu, Zhenfei Yin

arxiv:2505.16997 v1 · 2025-05-22 · cs.AI · cs.CL · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{KEOBPYJSC7DJ34WIRQCD6XKORF}

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

10 papers in Pith

Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning
From Model Scaling to System Scaling: Scaling the Harness in Agentic AI
Response-Conditioned Parallel-to-Sequential Orchestration for Multi-Agent Systems
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems
Beyond Sentiment: A Multi-Agent Pipeline for Actionable Business Advice from Reviews
Receipt and verification
First computed 2026-07-05T11:07:44.292703Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

511c17e13217c69df2c88c043f5d4e89761bc350d29a835e5617c3e4655b3048

Aliases

arxiv: 2505.16997 · arxiv_version: 2505.16997v1 · doi: 10.48550/arxiv.2505.16997 · pith_short_12: KEOBPYJSC7DJ · pith_short_16: KEOBPYJSC7DJ34WI · pith_short_8: KEOBPYJS
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/KEOBPYJSC7DJ34WIRQCD6XKORF \
  | 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: 511c17e13217c69df2c88c043f5d4e89761bc350d29a835e5617c3e4655b3048
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "9a8287362681ac4e93fd8e50eb8bab5a00ad8be76b35766826614e64e908f956",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-22T17:56:39Z",
    "title_canon_sha256": "bfd9756050c612ba5053623b524fd6a42bceffe0a6ebc0a5c4502f24d7f6cfe7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.16997",
    "kind": "arxiv",
    "version": 1
  }
}