Pith Number

pith:PQ6DJ7AX

pith:2024:PQ6DJ7AX2JND6ZCSARQ4P3B6X6

not attested not anchored not stored refs pending

On the Global Convergence of Policy Gradient in Average Reward Markov Decision Processes

Itai Shufaro, Kfir Y. Levy, Navdeep Kumar, R. Srikant, Shie Mannor, Yashaswini Murthy

arxiv:2403.06806 v1 · 2024-03-11 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQ6DJ7AX2JND6ZCSARQ4P3B6X6}

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	2026-07-05T07:54:43.046342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c3c34fc17d25a3f64520461c7ec3ebf848ec34399d132202da8b650dd866414

Aliases

arxiv: 2403.06806 · arxiv_version: 2403.06806v1 · doi: 10.48550/arxiv.2403.06806 · pith_short_12: PQ6DJ7AX2JND · pith_short_16: PQ6DJ7AX2JND6ZCS · pith_short_8: PQ6DJ7AX

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/PQ6DJ7AX2JND6ZCSARQ4P3B6X6 \
  | 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: 7c3c34fc17d25a3f64520461c7ec3ebf848ec34399d132202da8b650dd866414

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fedaf9727470f7eab85cd580e2198696e3cd0da092f2ca83b04bda8df5e16cc",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-11T15:25:03Z",
    "title_canon_sha256": "2344a1d0fb810f0f6b425ae6e47910773991001b9bb85176ae1523501af666cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.06806",
    "kind": "arxiv",
    "version": 1
  }
}