Pith Number

pith:KV3XXDJE

pith:2025:KV3XXDJEDW43YXPY4WDYAKPFFW

not attested not anchored not stored refs pending

Scaling Multi-Agent Environment Co-Design with Diffusion Models

Amanda Prorok, Hao Xiang Li, Michael Amir

arxiv:2511.03100 v2 · 2025-11-05 · cs.LG · cs.AI · 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{KV3XXDJEDW43YXPY4WDYAKPFFW}

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.

Receipt and verification

First computed	2026-06-01T01:02:24.844454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55777b8d241db9bc5df8e5878029e52db0f58249e43ac02881e8a679413cd959

Aliases

arxiv: 2511.03100 · arxiv_version: 2511.03100v2 · doi: 10.48550/arxiv.2511.03100 · pith_short_12: KV3XXDJEDW43 · pith_short_16: KV3XXDJEDW43YXPY · pith_short_8: KV3XXDJE

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/KV3XXDJEDW43YXPY4WDYAKPFFW \
  | 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: 55777b8d241db9bc5df8e5878029e52db0f58249e43ac02881e8a679413cd959

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d202929762e26e9f27f1fdb7d59e4ffb99a5d2ab5bf062a47e2b4f60dda851e0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-05T01:09:40Z",
    "title_canon_sha256": "bcbf55575b2a037e1790647002dd60338c1d4e46b9ef2d70484457cd44ecbdbb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.03100",
    "kind": "arxiv",
    "version": 2
  }
}