Pith Number

pith:K6ZCRHHY

pith:2018:K6ZCRHHY2BKPC3TXUCYJIFMK7V

not attested not anchored not stored refs pending

Fast Exploration with Simplified Models and Approximately Optimistic Planning in Model Based Reinforcement Learning

Emma Brunskill, Jay Whang, Patrick Cho, Ramtin Keramati

arxiv:1806.00175 v2 · 2018-06-01 · 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{K6ZCRHHY2BKPC3TXUCYJIFMK7V}

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

2 papers in Pith

Training Language Models to Self-Correct via Reinforcement Learning

Is Conditional Generative Modeling all you need for Decision-Making?

Receipt and verification

First computed	2026-05-18T00:00:02.054887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57b2289cf8d054f16e77a0b094158afd6681e762bb396dbbeeaecb5e551f5feb

Aliases

arxiv: 1806.00175 · arxiv_version: 1806.00175v2 · doi: 10.48550/arxiv.1806.00175 · pith_short_12: K6ZCRHHY2BKP · pith_short_16: K6ZCRHHY2BKPC3TX · pith_short_8: K6ZCRHHY

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/K6ZCRHHY2BKPC3TXUCYJIFMK7V \
  | 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: 57b2289cf8d054f16e77a0b094158afd6681e762bb396dbbeeaecb5e551f5feb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a77b415028c12a84f0849ac0887fc81e4c7f2030a5d959f8b17935c29a87612",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-06-01T02:54:06Z",
    "title_canon_sha256": "bb486eb1de679bdcf37178df01da33db1fa9cc8b948a4bcd0e63b001fa2f1f83"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.00175",
    "kind": "arxiv",
    "version": 2
  }
}