Pith Number

pith:IV6IQ7MM

pith:2016:IV6IQ7MMMTAQ37JBEVBDJ54V5X

not attested not anchored not stored refs pending

Options Discovery with Budgeted Reinforcement Learning

Aur\'elia L\'eon, Ludovic Denoyer

arxiv:1611.06824 v3 · 2016-11-21 · 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{IV6IQ7MMMTAQ37JBEVBDJ54V5X}

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

Learning World Graphs to Accelerate Hierarchical Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:50:12.298645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

457c887d8c64c10dfd21254234f795edc693e856bbe84c8f8dd51fd84c4eaf85

Aliases

arxiv: 1611.06824 · arxiv_version: 1611.06824v3 · doi: 10.48550/arxiv.1611.06824 · pith_short_12: IV6IQ7MMMTAQ · pith_short_16: IV6IQ7MMMTAQ37JB · pith_short_8: IV6IQ7MM

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/IV6IQ7MMMTAQ37JBEVBDJ54V5X \
  | 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: 457c887d8c64c10dfd21254234f795edc693e856bbe84c8f8dd51fd84c4eaf85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63354b007ff9011b6096f3e2567c9be3a7786cc1b2a909587313438cc5c6f5b3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-21T15:05:55Z",
    "title_canon_sha256": "73fc6cd5265459040ea7aa290444c6a0dfb845c1736a47f7a6504b38518acede"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.06824",
    "kind": "arxiv",
    "version": 3
  }
}