Pith Number

pith:OELCJO7S

pith:2024:OELCJO7SCKVBKJD5RRQYP4IG6M

not attested not anchored not stored refs pending

Reinforcement Learning with Options and State Representation

Alessandro Lazaric, Ayoub Ghriss, Masashi Sugiyama

arxiv:2403.10855 v2 · 2024-03-16 · cs.LG · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OELCJO7SCKVBKJD5RRQYP4IG6M}

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.

Receipt and verification

First computed	2026-07-05T08:00:03.889050Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

711624bbf212aa15247d8c6187f106f31a0b57a25cf0c901d5c42402e3bffb5b

Aliases

arxiv: 2403.10855 · arxiv_version: 2403.10855v2 · doi: 10.48550/arxiv.2403.10855 · pith_short_12: OELCJO7SCKVB · pith_short_16: OELCJO7SCKVBKJD5 · pith_short_8: OELCJO7S

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/OELCJO7SCKVBKJD5RRQYP4IG6M \
  | 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: 711624bbf212aa15247d8c6187f106f31a0b57a25cf0c901d5c42402e3bffb5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ce2b091b0f69373ce368b6cb5810c2d8b5ebfce11639e4d422482c0048ae269",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-16T08:30:55Z",
    "title_canon_sha256": "2929f5240178403b563d78d40f4faf4eb220e57817cde76758e1ac4af5104b54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.10855",
    "kind": "arxiv",
    "version": 2
  }
}