Pith Number

pith:SIZ4QYX5

pith:2022:SIZ4QYX54AOZZMMJELRFCUGHIE

not attested not anchored not stored refs pending

Centralized Training with Hybrid Execution in Multi-Agent Reinforcement Learning

Alberto Sardinha, Ana Paiva, Diogo S. Carvalho, Francisco S. Melo, Miguel Vasco, Pedro A. Santos, Pedro P. Santos

arxiv:2210.06274 v2 · 2022-10-12 · 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{SIZ4QYX54AOZZMMJELRFCUGHIE}

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

RecBayes: Recurrent Bayesian Ad Hoc Teamwork in Large Partially Observable Domains

Receipt and verification

First computed	2026-07-05T06:17:26.596626Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9233c862fde01d9cb18922e25150c7412f3e676738a9eff457701a5c0109b6ba

Aliases

arxiv: 2210.06274 · arxiv_version: 2210.06274v2 · doi: 10.48550/arxiv.2210.06274 · pith_short_12: SIZ4QYX54AOZ · pith_short_16: SIZ4QYX54AOZZMMJ · pith_short_8: SIZ4QYX5

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/SIZ4QYX54AOZZMMJELRFCUGHIE \
  | 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: 9233c862fde01d9cb18922e25150c7412f3e676738a9eff457701a5c0109b6ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a0cb573dbdd0801f618d3192dde7bdb2861ce3b9f5a4b0f7d5e048a4595d272",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-12T14:58:32Z",
    "title_canon_sha256": "0411b2b39a726c34afa53495c1fa29372a32cdcc8f41322ac846ef7739b9266f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06274",
    "kind": "arxiv",
    "version": 2
  }
}