Pith Number

pith:VEN3B6BT

pith:2025:VEN3B6BT4KXCAFIS5KXVII6US6

not attested not anchored not stored refs pending

Multi-agent Architecture Search via Agentic Supernet

Guibin Zhang, Junfeng Fang, Kun Wang, Lei Bai, Luyang Niu, Xiang Wang

arxiv:2502.04180 v2 · 2025-02-06 · cs.LG · 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{VEN3B6BT4KXCAFIS5KXVII6US6}

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

24 papers in Pith

When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems

Mathematical methods of reinforcement learning

SKILL-DISCO: Distilling and Compiling Agent Traces into Reusable Procedural Skills

MAS-PromptBench: When Does Prompt Optimization Improve Multi-Agent LLM Systems?

From Failed Trajectories to Reliable LLM Agents: Diagnosing and Repairing Harness Flaws

Receipt and verification

First computed	2026-07-05T11:18:17.588096Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a91bb0f833e2ae201512eaaf5423d4978ebf62459611e7b9835b664e3147e9a2

Aliases

arxiv: 2502.04180 · arxiv_version: 2502.04180v2 · doi: 10.48550/arxiv.2502.04180 · pith_short_12: VEN3B6BT4KXC · pith_short_16: VEN3B6BT4KXCAFIS · pith_short_8: VEN3B6BT

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/VEN3B6BT4KXCAFIS5KXVII6US6 \
  | 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: a91bb0f833e2ae201512eaaf5423d4978ebf62459611e7b9835b664e3147e9a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16070a426c36c5fff4d6c46019f2ae509aaddd3befc46136c7afc7b6aa06cf6a",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T16:12:06Z",
    "title_canon_sha256": "9bdc4d35c7eb659a07cee8014fb52f352c56a6b5ae7b2449abe1b6c9b3f07d28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04180",
    "kind": "arxiv",
    "version": 2
  }
}