Pith Number

pith:T6UWNQTS

pith:2021:T6UWNQTS4PCASEAHGIHWKNLAIJ

not attested not anchored not stored refs pending

Scientific Discovery and the Cost of Measurement -- Balancing Information and Cost in Reinforcement Learning

Andriy Drozdyuk, Colin Bellinger, Isaac Tamblyn, Mark Crowley

arxiv:2112.07535 v2 · 2021-12-14 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T6UWNQTS4PCASEAHGIHWKNLAIJ}

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

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

Receipt and verification

First computed	2026-07-05T04:12:17.338390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fa966c272e3c4091007320f65356042465f6c7a533ee8bcd7ef8b515704c923

Aliases

arxiv: 2112.07535 · arxiv_version: 2112.07535v2 · doi: 10.48550/arxiv.2112.07535 · pith_short_12: T6UWNQTS4PCA · pith_short_16: T6UWNQTS4PCASEAH · pith_short_8: T6UWNQTS

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/T6UWNQTS4PCASEAHGIHWKNLAIJ \
  | 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: 9fa966c272e3c4091007320f65356042465f6c7a533ee8bcd7ef8b515704c923

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b21a87e1908fa1cf8adb2238d92e4502b4ed301b32a6486b244db7f200a7fcf1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-14T16:48:57Z",
    "title_canon_sha256": "a7e944a2b500a30bb9356f2daff688ec6289eef021f691ad2eab9490c99503e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.07535",
    "kind": "arxiv",
    "version": 2
  }
}