Pith Number

pith:6DTDNU2O

pith:2019:6DTDNU2OFBHPUPIMFEBNNVXJ3A

not attested not anchored not stored refs pending

Attentional Policies for Cross-Context Multi-Agent Reinforcement Learning

Matthew A. Wright, Roberto Horowitz

arxiv:1905.13428 v1 · 2019-05-31 · cs.LG · cs.MA · cs.SY · 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{6DTDNU2OFBHPUPIMFEBNNVXJ3A}

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.

Receipt and verification

First computed	2026-05-17T23:44:34.930961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0e636d34e284efa3d0c2902d6d6e9d83e8b8b064845c771dcfa95134ae8965d

Aliases

arxiv: 1905.13428 · arxiv_version: 1905.13428v1 · doi: 10.48550/arxiv.1905.13428 · pith_short_12: 6DTDNU2OFBHP · pith_short_16: 6DTDNU2OFBHPUPIM · pith_short_8: 6DTDNU2O

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/6DTDNU2OFBHPUPIMFEBNNVXJ3A \
  | 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: f0e636d34e284efa3d0c2902d6d6e9d83e8b8b064845c771dcfa95134ae8965d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61285761945103766d6a3e07ba643659bbddbdefed879b761a76d0dcf98bee7c",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-31T06:02:52Z",
    "title_canon_sha256": "3b9ca0edfe7e6739ba1938c00456be91ea15c3567f8e02089eb4dded8c376cc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.13428",
    "kind": "arxiv",
    "version": 1
  }
}