Pith Number

pith:R7YWL2TZ

pith:2024:R7YWL2TZO6YIJ7FD2VIRCBP7FL

not attested not anchored not stored refs pending

Tree Search-Based Policy Optimization under Stochastic Execution Delay

David Valensi, Esther Derman, Gal Dalal, Shie Mannor

arxiv:2404.05440 v1 · 2024-04-08 · 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{R7YWL2TZO6YIJ7FD2VIRCBP7FL}

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

Model-Based Reinforcement Learning under Random Observation Delays

Receipt and verification

First computed	2026-07-05T08:05:40.987405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ff165ea7977b084fca3d5511105ff2aeb325cc7fdf43511587d16298e9191f9

Aliases

arxiv: 2404.05440 · arxiv_version: 2404.05440v1 · doi: 10.48550/arxiv.2404.05440 · pith_short_12: R7YWL2TZO6YI · pith_short_16: R7YWL2TZO6YIJ7FD · pith_short_8: R7YWL2TZ

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/R7YWL2TZO6YIJ7FD2VIRCBP7FL \
  | 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: 8ff165ea7977b084fca3d5511105ff2aeb325cc7fdf43511587d16298e9191f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90f073459e3768914410147ae3c85768b41814d3a288de923a33f36780c6505d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-08T12:19:04Z",
    "title_canon_sha256": "1043db61929a171dbf9c9081cbb6d3c5241e86f5453e4fbffd6802e8ac3d4b51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.05440",
    "kind": "arxiv",
    "version": 1
  }
}