Pith Number

pith:ZBTYB3SO

pith:2024:ZBTYB3SOUOKIKHN2NPBJCFYAB5

not attested not anchored not stored refs pending

Exploiting Exogenous Structure for Sample-Efficient Reinforcement Learning

Devavrat Shah, Jia Wan, Martin J. Wainwright, Sean R. Sinclair

arxiv:2409.14557 v3 · 2024-09-22 · stat.ML · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZBTYB3SOUOKIKHN2NPBJCFYAB5}

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

Optimal Targeting in Dynamic Systems

Receipt and verification

First computed	2026-07-05T10:09:47.986242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c86780ee4ea394851dba6bc29117000f5efd433246ac361c177cbe638ef6ae0b

Aliases

arxiv: 2409.14557 · arxiv_version: 2409.14557v3 · doi: 10.48550/arxiv.2409.14557 · pith_short_12: ZBTYB3SOUOKI · pith_short_16: ZBTYB3SOUOKIKHN2 · pith_short_8: ZBTYB3SO

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/ZBTYB3SOUOKIKHN2NPBJCFYAB5 \
  | 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: c86780ee4ea394851dba6bc29117000f5efd433246ac361c177cbe638ef6ae0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aee95221ddb547e18fa9f17ee113696f0e4d7cebf38e50d5ecb9c3566cc14d4d",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-09-22T18:45:38Z",
    "title_canon_sha256": "6b16f950db4a2a81a603ff131cd8dc5d526c208ceae45b624622cf0d116189fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.14557",
    "kind": "arxiv",
    "version": 3
  }
}