Pith Number

pith:G7A27RAK

pith:2017:G7A27RAK2XX7GCAWDCTTLEKA3N

not attested not anchored not stored refs pending

Reinforcement Learning in POMDPs with Memoryless Options and Option-Observation Initiation Sets

Anna Harutyunyan, Ann Now\'e, Denis Steckelmacher, Diederik M. Roijers, H\'el\`ene Plisnier, Peter Vrancx

arxiv:1708.06551 v2 · 2017-08-22 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G7A27RAK2XX7GCAWDCTTLEKA3N}

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	2026-05-18T00:35:30.523638Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37c1afc40ad5eff3081618a7359140db7cc08341ae63c034dd4d5d4ee476df0a

Aliases

arxiv: 1708.06551 · arxiv_version: 1708.06551v2 · doi: 10.48550/arxiv.1708.06551 · pith_short_12: G7A27RAK2XX7 · pith_short_16: G7A27RAK2XX7GCAW · pith_short_8: G7A27RAK

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/G7A27RAK2XX7GCAWDCTTLEKA3N \
  | 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: 37c1afc40ad5eff3081618a7359140db7cc08341ae63c034dd4d5d4ee476df0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a61d9dfa3ba7471b8ea53686f6bae5074d7db6bb0eeac71fe5eca475f1c145a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-08-22T09:51:18Z",
    "title_canon_sha256": "7ffc0c2d8bbbf08757bde07433211fc4bd53be97da5a478ed7930d52cb9bb04b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1708.06551",
    "kind": "arxiv",
    "version": 2
  }
}