pith. sign in
Pith Number

pith:U4LZUJEY

pith:2019:U4LZUJEYQ73HH633RBN3C53XG4
not attested not anchored not stored refs pending

Partially Observable Planning and Learning for Systems with Non-Uniform Dynamics

Hanna Kurniawati, Nicholas Collins

arxiv:1907.04457 v1 · 2019-07-09 · cs.RO · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{U4LZUJEYQ73HH633RBN3C53XG4}

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 2026-05-17T23:41:00.267274Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a7179a249887f673fb7b885bb17777373b0d0ef13c8be634f63d1fd99a9fc764

Aliases

arxiv: 1907.04457 · arxiv_version: 1907.04457v1 · doi: 10.48550/arxiv.1907.04457 · pith_short_12: U4LZUJEYQ73H · pith_short_16: U4LZUJEYQ73HH633 · pith_short_8: U4LZUJEY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/U4LZUJEYQ73HH633RBN3C53XG4 \
  | 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: a7179a249887f673fb7b885bb17777373b0d0ef13c8be634f63d1fd99a9fc764
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "91996c01314ab4dadc8ba81c9b3eaecc807caa5a98a8bd19d1dd6b8bed77ece4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2019-07-09T23:22:42Z",
    "title_canon_sha256": "d658df758bb7c4270e875cadd6de26d88b140598154ec533a64723ece48def3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.04457",
    "kind": "arxiv",
    "version": 1
  }
}