Pith Number

pith:BLPT5CGW

pith:2021:BLPT5CGW5UNPBA3LFZIF7MEZY3

not attested not anchored not stored refs pending

Gradient-Descent for Randomized Controllers under Partial Observability

Jip Spel, Joost-Pieter Katoen, Joshua Moerman, Linus Heck, Sebastian Junges

arxiv:2111.04407 v1 · 2021-11-08 · cs.LO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BLPT5CGW5UNPBA3LFZIF7MEZY3}

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

Scaling Observation-aware Planning in Uncertain Domains

Receipt and verification

First computed	2026-07-05T03:29:59.539022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0adf3e88d6ed1af0836b2e505fb099c6e557c2f62b0f22e6d0a7b24a6083e617

Aliases

arxiv: 2111.04407 · arxiv_version: 2111.04407v1 · doi: 10.48550/arxiv.2111.04407 · pith_short_12: BLPT5CGW5UNP · pith_short_16: BLPT5CGW5UNPBA3L · pith_short_8: BLPT5CGW

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/BLPT5CGW5UNPBA3LFZIF7MEZY3 \
  | 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: 0adf3e88d6ed1af0836b2e505fb099c6e557c2f62b0f22e6d0a7b24a6083e617

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6998575a53d16c8bbbba105029509abc4327198e8fa2050b6fc4c1214a0ad50",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LO",
    "submitted_at": "2021-11-08T12:22:07Z",
    "title_canon_sha256": "2b1544fecee274352661cc5eb45c2452b5a269252d6a1a03081e8395e5f9d329"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.04407",
    "kind": "arxiv",
    "version": 1
  }
}