Pith Number

pith:IESIFR5X

pith:2025:IESIFR5XEGOMHBHIVXYSORP3O6

not attested not anchored not stored refs pending

Search-Based Adversarial Estimates for Improving Sample Efficiency in Off-Policy Reinforcement Learning

Federico Malato, Ville Hautamaki

arxiv:2502.01558 v2 · 2025-02-03 · 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{IESIFR5XEGOMHBHIVXYSORP3O6}

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

Avoiding Death through Fear Intrinsic Conditioning

Receipt and verification

First computed	2026-07-05T11:21:14.995464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

412482c7b7219cc384e8adf12745fb778e1290bdb1c8f8f6ba6f791706b5e2ca

Aliases

arxiv: 2502.01558 · arxiv_version: 2502.01558v2 · doi: 10.48550/arxiv.2502.01558 · pith_short_12: IESIFR5XEGOM · pith_short_16: IESIFR5XEGOMHBHI · pith_short_8: IESIFR5X

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/IESIFR5XEGOMHBHIVXYSORP3O6 \
  | 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: 412482c7b7219cc384e8adf12745fb778e1290bdb1c8f8f6ba6f791706b5e2ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e55dd3cf01aa20f3daa3a19b586ca024ca7e38a48583b868e7ed83b75de317d8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T17:41:02Z",
    "title_canon_sha256": "d43da269ae16cfde7e365c633e38dd9368f20aba8c07b89ffe7d4ed052440b44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01558",
    "kind": "arxiv",
    "version": 2
  }
}