Pith Number

pith:OOIEM4CI

pith:2025:OOIEM4CIT6HWWYUKW5ABE3NKKR

not attested not anchored not stored refs pending

Reducing Variance Caused by Communication in Decentralized Multi-agent Deep Reinforcement Learning

Changxi Zhu, Mehdi Dastani, Shihan Wang

arxiv:2502.06261 v1 · 2025-02-10 · 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{OOIEM4CIT6HWWYUKW5ABE3NKKR}

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

1 paper in Pith

Dynamic Generation of Multi-LLM Agents Communication Topologies with Graph Diffusion Models

Receipt and verification

First computed	2026-07-05T10:11:49.736887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73904670489f8f6b628ab740126daa5469949c7a061d8e2ac210110d8dcabd6c

Aliases

arxiv: 2502.06261 · arxiv_version: 2502.06261v1 · doi: 10.48550/arxiv.2502.06261 · pith_short_12: OOIEM4CIT6HW · pith_short_16: OOIEM4CIT6HWWYUK · pith_short_8: OOIEM4CI

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/OOIEM4CIT6HWWYUKW5ABE3NKKR \
  | 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: 73904670489f8f6b628ab740126daa5469949c7a061d8e2ac210110d8dcabd6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1be0bcb8093cc1e289c2ba49f214ad12bff0eef5e0630f0d6677949a23ccb603",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T08:53:13Z",
    "title_canon_sha256": "bad915f354979b0a5042a814a3d89ea5233e796e256916ae5e45b72211dd6338"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06261",
    "kind": "arxiv",
    "version": 1
  }
}