Pith Number

pith:RNJP5ILZ

pith:2018:RNJP5ILZIEHKDEXFKIQFDSX5WC

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning: A Report on Challenges and Approaches

Sanyam Kapoor

arxiv:1807.09427 v1 · 2018-07-25 · cs.AI · cs.LG · 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{RNJP5ILZIEHKDEXFKIQFDSX5WC}

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

2 papers in Pith

Nested Reinforcement Learning Based Control for Protective Relays in Power Distribution Systems

Adaptive Estimation and Optimal Control in Offline Contextual MDPs without Stationarity

Receipt and verification

First computed	2026-05-18T00:09:51.361197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b52fea179410ea192e5522051cafdb09aa33bd41eabb910e8d7445daac923b1

Aliases

arxiv: 1807.09427 · arxiv_version: 1807.09427v1 · doi: 10.48550/arxiv.1807.09427 · pith_short_12: RNJP5ILZIEHK · pith_short_16: RNJP5ILZIEHKDEXF · pith_short_8: RNJP5ILZ

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/RNJP5ILZIEHKDEXFKIQFDSX5WC \
  | 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: 8b52fea179410ea192e5522051cafdb09aa33bd41eabb910e8d7445daac923b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4abce1e5d5fd5c3de206fde809037ba1a60eea5ea0a73e3193f8a78bae1f46b6",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-07-25T03:56:04Z",
    "title_canon_sha256": "24e2816786041182c76a23e3816b98ff7b357b1f10d89a913235bb45f606c6ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.09427",
    "kind": "arxiv",
    "version": 1
  }
}