Pith Number

pith:OG7FE6P7

pith:2019:OG7FE6P73QKSOC6A755FODJR5N

not attested not anchored not stored refs pending

Efficient Planning under Partial Observability with Unnormalized Q Functions and Spectral Learning

Bogdan Mazoure, Doina Precup, Guillaume Rabusseau, Tianyu Li

arxiv:1911.05010 v2 · 2019-11-12 · 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{OG7FE6P73QKSOC6A755FODJR5N}

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	2026-07-05T00:21:16.298808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71be5279ffdc15270bc0ff7a570d31eb4dbf8cc7b3483372aff355cb9e821552

Aliases

arxiv: 1911.05010 · arxiv_version: 1911.05010v2 · doi: 10.48550/arxiv.1911.05010 · pith_short_12: OG7FE6P73QKS · pith_short_16: OG7FE6P73QKSOC6A · pith_short_8: OG7FE6P7

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/OG7FE6P73QKSOC6A755FODJR5N \
  | 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: 71be5279ffdc15270bc0ff7a570d31eb4dbf8cc7b3483372aff355cb9e821552

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7cb94294e18a4715d9145750e479bc38f14e2047a20fa4e09f660c28c1daef95",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-11-12T16:56:37Z",
    "title_canon_sha256": "cf2f124d1b0387fb5477af56abd8f6074a1c7ed690d121fb05cccba5a96859f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.05010",
    "kind": "arxiv",
    "version": 2
  }
}