Pith Number

pith:E7DCQXOH

pith:2022:E7DCQXOHUTOCHIOG3QZOBCYNBL

not attested not anchored not stored refs pending

Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2

Abrar Rahman, Ajay Divakaran, Aswin Raghavan, Indranil Sur, Jesse Hostetler, Michael Piacentino, Zachary Daniels

arxiv:2208.05056 v2 · 2022-08-09 · 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{E7DCQXOHUTOCHIOG3QZOBCYNBL}

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

The Courage to Stop: Overcoming Sunk Cost Fallacy in Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:49:03.531915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27c6285dc7a4dc23a1c6dc32e08b0d0ae794c62927f4787249b04a6c1b39e514

Aliases

arxiv: 2208.05056 · arxiv_version: 2208.05056v2 · doi: 10.48550/arxiv.2208.05056 · pith_short_12: E7DCQXOHUTOC · pith_short_16: E7DCQXOHUTOCHIOG · pith_short_8: E7DCQXOH

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/E7DCQXOHUTOCHIOG3QZOBCYNBL \
  | 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: 27c6285dc7a4dc23a1c6dc32e08b0d0ae794c62927f4787249b04a6c1b39e514

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09ab835d35b2c672210106c9cbd9e0cbd80d35c83f8a821ab943362a91934f5d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-09T22:00:28Z",
    "title_canon_sha256": "339f5413001d251c6602ceb67c4762c69af5a5f3d08161c28d4286eb2df4651d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.05056",
    "kind": "arxiv",
    "version": 2
  }
}