Pith Number

pith:KRIEML4U

pith:2025:KRIEML4UQFFAYLLU7Y67SZG5GE

not attested not anchored not stored refs pending

Natural Policy Gradient for Average Reward Non-Stationary RL

Eshika Pathak, Gauri Joshi, Guannan Qu, Neharika Jali, Pranay Sharma

arxiv:2504.16415 v1 · 2025-04-23 · cs.LG · 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{KRIEML4UQFFAYLLU7Y67SZG5GE}

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	2026-07-05T10:52:46.307648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5450462f94814a0c2d74fe3df964dd311eecb5465cbd54dec2510c7586c3db9c

Aliases

arxiv: 2504.16415 · arxiv_version: 2504.16415v1 · doi: 10.48550/arxiv.2504.16415 · pith_short_12: KRIEML4UQFFA · pith_short_16: KRIEML4UQFFAYLLU · pith_short_8: KRIEML4U

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/KRIEML4UQFFAYLLU7Y67SZG5GE \
  | 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: 5450462f94814a0c2d74fe3df964dd311eecb5465cbd54dec2510c7586c3db9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c977d7656a48777bb6c905289794dc48958981aacd4e54399661fd915d86a869",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-23T04:37:26Z",
    "title_canon_sha256": "089d280c7659cef9009151ed6543b94242f089b45fc92fa704f8e51ba16f29d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16415",
    "kind": "arxiv",
    "version": 1
  }
}