Pith Number

pith:GJVHBVXS

pith:2020:GJVHBVXSIYFX2TAMZTOSOHLGOD

not attested not anchored not stored refs pending

ROMA: Multi-Agent Reinforcement Learning with Emergent Roles

Chongjie Zhang, Heng Dong, Tonghan Wang, Victor Lesser

arxiv:2003.08039 v3 · 2020-03-18 · 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{GJVHBVXSIYFX2TAMZTOSOHLGOD}

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

3 papers in Pith

Adaptive TD-Lambda for Cooperative Multi-agent Reinforcement Learning

Plasticity-Enhanced Multi-Agent Mixture of Experts for Dynamic Objective Adaptation in UAVs-Assisted Emergency Communication Networks

HiRAS: A Hierarchical Multi-Agent Framework for Paper-to-Code Generation and Execution

Receipt and verification

First computed	2026-07-05T01:16:13.743572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

326a70d6f2460b7d4c0cccdd271d6670df7dcd5376773a45252ed0a78c2ebbe5

Aliases

arxiv: 2003.08039 · arxiv_version: 2003.08039v3 · doi: 10.48550/arxiv.2003.08039 · pith_short_12: GJVHBVXSIYFX · pith_short_16: GJVHBVXSIYFX2TAM · pith_short_8: GJVHBVXS

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/GJVHBVXSIYFX2TAMZTOSOHLGOD \
  | 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: 326a70d6f2460b7d4c0cccdd271d6670df7dcd5376773a45252ed0a78c2ebbe5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f27d8245a715b71f91f937521de43a18a4251b1ccab807b3a2d76b8d5c838fae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2020-03-18T04:29:42Z",
    "title_canon_sha256": "f500355d21930ab958768d1e82f14713439072bb38f5b99285cb2ee622379911"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.08039",
    "kind": "arxiv",
    "version": 3
  }
}