Pith Number

pith:SNLEYIHS

pith:2023:SNLEYIHSEV5PNNXONRIRMMGURU

not attested not anchored not stored refs pending

Act-Then-Measure: Reinforcement Learning for Partially Observable Environments with Active Measuring

Merlijn Krale, Nils Jansen, Thiago D. Sim\~ao

arxiv:2303.08271 v1 · 2023-03-14 · 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{SNLEYIHSEV5PNNXONRIRMMGURU}

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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

To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning

Receipt and verification

First computed	2026-07-05T05:51:30.826403Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93564c20f2257af6b6ee6c511630d48d2eff2182fd34253312c2e6cc2a6369ee

Aliases

arxiv: 2303.08271 · arxiv_version: 2303.08271v1 · doi: 10.48550/arxiv.2303.08271 · pith_short_12: SNLEYIHSEV5P · pith_short_16: SNLEYIHSEV5PNNXO · pith_short_8: SNLEYIHS

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/SNLEYIHSEV5PNNXONRIRMMGURU \
  | 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: 93564c20f2257af6b6ee6c511630d48d2eff2182fd34253312c2e6cc2a6369ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ac43537c949e480a74f15ed57d51dc107d76be19be81a30d30d0dea91062b44",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-03-14T23:22:32Z",
    "title_canon_sha256": "8289aab8c9dc3de6e7562cdc741a6727bcadb56139e3926a514f93e72ca21c87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08271",
    "kind": "arxiv",
    "version": 1
  }
}