Pith Number

pith:HVXHLRDO

pith:2025:HVXHLRDON5CS3JMRVPCWLNXYXB

not attested not anchored not stored refs pending

ReCoDe: Reinforcement Learning-based Dynamic Constraint Design for Multi-Agent Coordination

Amanda Prorok, Guang Yang, Heedo Woo, Keisuke Okumura, Michael Amir, Zhan Gao

arxiv:2507.19151 v2 · 2025-07-25 · cs.RO · cs.AI · cs.LG · 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{HVXHLRDON5CS3JMRVPCWLNXYXB}

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	2026-07-05T11:47:26.728081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d6e75c46e6f452da591abc565b6f8b8585a36e928a45deb00a93a7a7f271bca

Aliases

arxiv: 2507.19151 · arxiv_version: 2507.19151v2 · doi: 10.48550/arxiv.2507.19151 · pith_short_12: HVXHLRDON5CS · pith_short_16: HVXHLRDON5CS3JMR · pith_short_8: HVXHLRDO

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/HVXHLRDON5CS3JMRVPCWLNXYXB \
  | 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: 3d6e75c46e6f452da591abc565b6f8b8585a36e928a45deb00a93a7a7f271bca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "454b8495a2bf464a556370a6ba747857fb9432d6762acdc6fc9b7cd861419803",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-07-25T10:47:39Z",
    "title_canon_sha256": "d592525fb22b37da0a1671120730c60c3342ea301f4f03e78bd8a6a7dd7c7e4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.19151",
    "kind": "arxiv",
    "version": 2
  }
}