Pith Number

pith:DIOR6XV4

pith:2025:DIOR6XV4RKBHDTKFB4T6CAQHYT

not attested not anchored not stored refs pending

The Role of Environment Access in Agnostic Reinforcement Learning

Akshay Krishnamurthy, Ayush Sekhari, Gene Li

arxiv:2504.05405 v1 · 2025-04-07 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DIOR6XV4RKBHDTKFB4T6CAQHYT}

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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

Convergence and Sample Complexity of First-Order Methods for Agnostic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:45:41.717910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a1d1f5ebc8a8271cd450f27e10207c4df27fbc3a8e0b777ba9da3f916121b17

Aliases

arxiv: 2504.05405 · arxiv_version: 2504.05405v1 · doi: 10.48550/arxiv.2504.05405 · pith_short_12: DIOR6XV4RKBH · pith_short_16: DIOR6XV4RKBHDTKF · pith_short_8: DIOR6XV4

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/DIOR6XV4RKBHDTKFB4T6CAQHYT \
  | 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: 1a1d1f5ebc8a8271cd450f27e10207c4df27fbc3a8e0b777ba9da3f916121b17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be88433ef5c997eb1231ab0c051d6f7bb49e5181e5b5d1e2e3db524b5434026b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-07T18:19:56Z",
    "title_canon_sha256": "caad5bb620c2cd4635d57f4a05769e5857cc427db73a6b7d0b51ecbc3673cd42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.05405",
    "kind": "arxiv",
    "version": 1
  }
}