Pith Number

pith:6Z4LJS3S

pith:2020:6Z4LJS3SY7KQI54URPKDUJRTAE

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning in Stochastic Networked Systems

Adam Wierman, Guannan Qu, Longbo Huang, Yiheng Lin

arxiv:2006.06555 v3 · 2020-06-11 · cs.LG · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6Z4LJS3SY7KQI54URPKDUJRTAE}

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

Robust Average-Reward Markov Decision Processes: Minimax-Optimal Learning via Plug-in Reductions

Receipt and verification

First computed	2026-07-05T03:27:54.781816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f678b4cb72c7d50477948bd43a26330137023ed690eea1319409eeb0c4baff6e

Aliases

arxiv: 2006.06555 · arxiv_version: 2006.06555v3 · doi: 10.48550/arxiv.2006.06555 · pith_short_12: 6Z4LJS3SY7KQ · pith_short_16: 6Z4LJS3SY7KQI54U · pith_short_8: 6Z4LJS3S

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/6Z4LJS3SY7KQI54URPKDUJRTAE \
  | 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: f678b4cb72c7d50477948bd43a26330137023ed690eea1319409eeb0c4baff6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3406ff40f55ed12f3d1d9e1aa2f891547834558db477008b9e9d3294bc160d95",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-11T16:08:16Z",
    "title_canon_sha256": "c123555fa423dbac4a70442ab31e31f371c3a33dcdab4da5d050fa680c6d0258"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.06555",
    "kind": "arxiv",
    "version": 3
  }
}