Pith Number

pith:T4MMAUXI

pith:2026:T4MMAUXIQFSLZRUXZKKIG7K6YR

not attested not anchored not stored refs pending

SafeExplorer: An Unbiased Policy Gradient for Reinforcement Learning with Recovery Interventions

Elham Daneshmand, Glen Berseth, Hsiu-Chin Lin, Majid Khadiv

arxiv:2607.08925 v1 · 2026-07-09 · 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{T4MMAUXIQFSLZRUXZKKIG7K6YR}

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	2026-07-13T00:17:27.358969Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f18c052e88164bcc697ca94837d5ec457accd2b7a854a19a199d254de75bdb4

Aliases

arxiv: 2607.08925 · arxiv_version: 2607.08925v1 · doi: 10.48550/arxiv.2607.08925 · pith_short_12: T4MMAUXIQFSL · pith_short_16: T4MMAUXIQFSLZRUX · pith_short_8: T4MMAUXI

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/T4MMAUXIQFSLZRUXZKKIG7K6YR \
  | 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: 9f18c052e88164bcc697ca94837d5ec457accd2b7a854a19a199d254de75bdb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1a0c0f1b7ed8123312f7826bb338297534e748786407f955eef44f9bbe351d7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-09T20:41:45Z",
    "title_canon_sha256": "d69c037e15e260b13993dd23d0a9d4e29de85d6aede1a04cbbcece6b1cc5fbad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.08925",
    "kind": "arxiv",
    "version": 1
  }
}