Pith Number

pith:ARVVR7Z3

pith:2025:ARVVR7Z37FUZ7W4YSKXRXWUPNG

not attested not anchored not stored refs pending

Group-Agent Reinforcement Learning with Heterogeneous Agents

Kaiyue Wu, Tingting Mu, Xiao-Jun Zeng

arxiv:2501.11818 v2 · 2025-01-21 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ARVVR7Z37FUZ7W4YSKXRXWUPNG}

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	2026-07-05T10:14:49.977385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

046b58ff3bf9699fdb9892af1bda8f69a8437bc813c23687042b065cccb9d2be

Aliases

arxiv: 2501.11818 · arxiv_version: 2501.11818v2 · doi: 10.48550/arxiv.2501.11818 · pith_short_12: ARVVR7Z37FUZ · pith_short_16: ARVVR7Z37FUZ7W4Y · pith_short_8: ARVVR7Z3

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/ARVVR7Z37FUZ7W4YSKXRXWUPNG \
  | 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: 046b58ff3bf9699fdb9892af1bda8f69a8437bc813c23687042b065cccb9d2be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e08799c2911291b2bcc30d43fd01d022de577116b4a0003c1510d207992c79f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-21T01:56:33Z",
    "title_canon_sha256": "1dedfedba28d340ade2dec8e1b16d87831a7a07223ba37f6a8072fd3d00f5599"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11818",
    "kind": "arxiv",
    "version": 2
  }
}