Pith Number

pith:VRWS37FF

pith:2022:VRWS37FFGDR43N6NZHYQSIMCSN

not attested not anchored not stored refs pending

System Design for an Integrated Lifelong Reinforcement Learning Agent for Real-Time Strategy Games

Abrar Rahman, Ajay Divakaran, Aswin Raghavan, Cameron E. Taylor, Christopher Kanan, Gianmarco J. Gallardo, Indranil Sur, James Smith, Jesse Hostetler, Kamil Faber, Michael Baron, Michael Piacentino, Mustafa Burak Gurbuz, Nathalie Japkowicz, Roberto Corizzo, Sahana Joshi, Tyler L. Hayes, Zachary Daniels, Zsolt Kira

arxiv:2212.04603 v1 · 2022-12-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VRWS37FFGDR43N6NZHYQSIMCSN}

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	2026-07-05T05:23:49.630573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac6d2dfca530e3cdb7cdc9f1092182934d3c1bf26402f91adc502a41f1c2f1c8

Aliases

arxiv: 2212.04603 · arxiv_version: 2212.04603v1 · doi: 10.48550/arxiv.2212.04603 · pith_short_12: VRWS37FFGDR4 · pith_short_16: VRWS37FFGDR43N6N · pith_short_8: VRWS37FF

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/VRWS37FFGDR43N6NZHYQSIMCSN \
  | 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: ac6d2dfca530e3cdb7cdc9f1092182934d3c1bf26402f91adc502a41f1c2f1c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02045090590be43f577a51fa850805bbbc9e6ec55268afa4fe28bbaf3cc0b38c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-08T23:32:57Z",
    "title_canon_sha256": "df761205c8b43f1a8e66c5258ed6e16e387637165acc046cf73f7a0a5272187a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04603",
    "kind": "arxiv",
    "version": 1
  }
}