Pith Number

pith:2HFPKYXV

pith:2023:2HFPKYXVONFVQ6LKYQVE73TFOD

not attested not anchored not stored refs pending

Submodular Reinforcement Learning

Andreas Krause, Manish Prajapat, Melanie N. Zeilinger, Mojm\'ir Mutn\'y

arxiv:2307.13372 v2 · 2023-07-25 · 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{2HFPKYXVONFVQ6LKYQVE73TFOD}

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

Scalable Submodular Policy Optimization via Pruned Submodularity Graph

Receipt and verification

First computed	2026-07-05T08:22:32.579350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1caf562f5734b58796ac42a4fee6570d87cf1492efce3c5bfe54ca101c5a987

Aliases

arxiv: 2307.13372 · arxiv_version: 2307.13372v2 · doi: 10.48550/arxiv.2307.13372 · pith_short_12: 2HFPKYXVONFV · pith_short_16: 2HFPKYXVONFVQ6LK · pith_short_8: 2HFPKYXV

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/2HFPKYXVONFVQ6LKYQVE73TFOD \
  | 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: d1caf562f5734b58796ac42a4fee6570d87cf1492efce3c5bfe54ca101c5a987

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a40468a4970ad2fa966535670f4959d16e0a75546c647fb304a0dc0d47c5e983",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-25T09:46:02Z",
    "title_canon_sha256": "9b59ebd8cdc9c7161872399ddaf7c0934d6392d92f0ad7b8b48b35c64b0e626e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.13372",
    "kind": "arxiv",
    "version": 2
  }
}