Pith Number

pith:GWDVDW6Y

pith:2024:GWDVDW6YUZ36KJ2ZBPURVNSVN6

not attested not anchored not stored refs pending

Safe Reinforcement Learning using Finite-Horizon Gradient-based Estimation

Gang Pan, Juntao Dai, Qian Zheng, Yaodong Yang

arxiv:2412.11138 v1 · 2024-12-15 · 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{GWDVDW6YUZ36KJ2ZBPURVNSVN6}

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.

Receipt and verification

First computed	2026-07-05T09:49:28.027158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

358751dbd8a677e527590be91ab6556fbe68bd889fdd5e83d15eb47c280bb265

Aliases

arxiv: 2412.11138 · arxiv_version: 2412.11138v1 · doi: 10.48550/arxiv.2412.11138 · pith_short_12: GWDVDW6YUZ36 · pith_short_16: GWDVDW6YUZ36KJ2Z · pith_short_8: GWDVDW6Y

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/GWDVDW6YUZ36KJ2ZBPURVNSVN6 \
  | 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: 358751dbd8a677e527590be91ab6556fbe68bd889fdd5e83d15eb47c280bb265

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c3942967928cb2ab297e256f115991f7fab5062d3387ab565f5b1af776451cc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-15T10:05:23Z",
    "title_canon_sha256": "cc5969154481554a078548077abc7906410d34a6a52dcb80809602b921a00fb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11138",
    "kind": "arxiv",
    "version": 1
  }
}