Pith Number

pith:VPX3E7ZP

pith:2018:VPX3E7ZPFWNKGEZVHLTMVGFG3R

not attested not anchored not stored refs pending

Deep Multi-Agent Reinforcement Learning with Relevance Graphs

Aleksandra Malysheva, Aleksei Shpilman, Chae-Bong Sohn, Daniel Kudenko, Tegg Taekyong Sung

arxiv:1811.12557 v1 · 2018-11-30 · cs.MA · 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{VPX3E7ZPFWNKGEZVHLTMVGFG3R}

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

SACHI: Structured Agent Coordination via Holistic Information Integration in Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:59:29.285417Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abefb27f2f2d9aa313353ae6ca98a6dc75f01024ec28c00783d2a1dc4b340f6c

Aliases

arxiv: 1811.12557 · arxiv_version: 1811.12557v1 · doi: 10.48550/arxiv.1811.12557 · pith_short_12: VPX3E7ZPFWNK · pith_short_16: VPX3E7ZPFWNKGEZV · pith_short_8: VPX3E7ZP

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/VPX3E7ZPFWNKGEZVHLTMVGFG3R \
  | 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: abefb27f2f2d9aa313353ae6ca98a6dc75f01024ec28c00783d2a1dc4b340f6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3788ec648bd4e8f7566cbff6de92d7efbc1ec7e4f54c0c1e93541f20c7f984ee",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2018-11-30T00:38:18Z",
    "title_canon_sha256": "53c96029f13f92bd02c9aafa1c828cfbd42331a21bed2cd698fd66f65843ad9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.12557",
    "kind": "arxiv",
    "version": 1
  }
}