Pith Number

pith:EORQBOGF

pith:2020:EORQBOGFECERJKKUF55NW6TDS4

not attested not anchored not stored refs pending

Causality and Batch Reinforcement Learning: Complementary Approaches To Planning In Unknown Domains

Brad Windsor, James Bannon, Tao Li, Wenbo Song

arxiv:2006.02579 v1 · 2020-06-03 · 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{EORQBOGFECERJKKUF55NW6TDS4}

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

A Review of Causal Decision Making

Receipt and verification

First computed	2026-07-05T01:07:57.931744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23a300b8c5208914a9542f7adb7a63970ac20b150f5c93714cbdecd7f8f42bfa

Aliases

arxiv: 2006.02579 · arxiv_version: 2006.02579v1 · doi: 10.48550/arxiv.2006.02579 · pith_short_12: EORQBOGFECER · pith_short_16: EORQBOGFECERJKKU · pith_short_8: EORQBOGF

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/EORQBOGFECERJKKUF55NW6TDS4 \
  | 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: 23a300b8c5208914a9542f7adb7a63970ac20b150f5c93714cbdecd7f8f42bfa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b21197ee0add4e36ffe522ac54d9cb9d7b1284f5b1169e5053b7e0d206dd0e54",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-03T23:14:14Z",
    "title_canon_sha256": "2868bee1c1be589ed604adedb88ffbf2650165690dc1ba0915be95db80f9d5c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.02579",
    "kind": "arxiv",
    "version": 1
  }
}