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Pith Number

pith:44OR53SX

pith:2025:44OR53SXLJDHWXM6WBD3PRIMLC
not attested not anchored not stored refs pending

Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systems

Bingyu Yan, Chaozhuo Li, Dezhuang Miao, Lian Zhang, Litian Zhang, Xiaoming Zhang, Zhibo Zhou, Zhoujun Li, Ziyi Zhou

arxiv:2502.14321 v3 · 2025-02-20 · cs.MA · 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{44OR53SXLJDHWXM6WBD3PRIMLC}

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

18 papers in Pith

Survey of LLM Agent Communication with MCP: A Software Design Pattern Centric Review
When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems
PropGuard: Safeguarding LLM-MAS via Propagation-Aware Exploration and Remediation
Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems
From Standalone LLMs to Integrated Intelligence: A Survey of Compound Al Systems
Receipt and verification
First computed 2026-05-27T01:04:47.905363Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e71d1eee575a467b5d9eb047b7c50c58ae244c9ab09908972f155d6650c79f79

Aliases

arxiv: 2502.14321 · arxiv_version: 2502.14321v3 · doi: 10.48550/arxiv.2502.14321 · pith_short_12: 44OR53SXLJDH · pith_short_16: 44OR53SXLJDHWXM6 · pith_short_8: 44OR53SX
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/44OR53SXLJDHWXM6WBD3PRIMLC \
  | 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: e71d1eee575a467b5d9eb047b7c50c58ae244c9ab09908972f155d6650c79f79
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "1e08793bf7f38a3c19517308f910ef28679e9f835fa1ff2638abb0f07aff89a9",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-02-20T07:18:34Z",
    "title_canon_sha256": "2b304b030f8b8b828b9f67f6a505cf01f1a364cb436001a3a6a0c682f86d2436"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14321",
    "kind": "arxiv",
    "version": 3
  }
}