Pith Number

pith:FWGOEETR

pith:2020:FWGOEETRRQCTTEAODDIOPHVWST

not attested not anchored not stored refs pending

Transient Non-Stationarity and Generalisation in Deep Reinforcement Learning

Gregory Farquhar, Jelena Luketina, Maximilian Igl, Shimon Whiteson, Wendelin Boehmer

arxiv:2006.05826 v4 · 2020-06-10 · cs.LG · cs.AI · 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{FWGOEETRRQCTTEAODDIOPHVWST}

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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

Scalable Reinforcement Learning via Adaptive Batch Scaling

Receipt and verification

First computed	2026-07-05T03:16:29.718240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d8ce212718c0539900e18d0e79eb694f398272c5ec53432f5e3a6a72345097b

Aliases

arxiv: 2006.05826 · arxiv_version: 2006.05826v4 · doi: 10.48550/arxiv.2006.05826 · pith_short_12: FWGOEETRRQCT · pith_short_16: FWGOEETRRQCTTEAO · pith_short_8: FWGOEETR

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/FWGOEETRRQCTTEAODDIOPHVWST \
  | 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: 2d8ce212718c0539900e18d0e79eb694f398272c5ec53432f5e3a6a72345097b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd3f2de099bacbc80adafc13882963dd554fa4e58b17286039c7b13d9fec64aa",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-10T13:26:31Z",
    "title_canon_sha256": "73af7ed7d9faa02950040740607e7b349e3651eb933ee3856d023a112ce973bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.05826",
    "kind": "arxiv",
    "version": 4
  }
}