Pith Number

pith:FXSWNDEH

pith:2024:FXSWNDEHOH23UEGSYLFWIXHBNV

not attested not anchored not stored refs pending

A Policy Gradient Primal-Dual Algorithm for Constrained MDPs with Uniform PAC Guarantees

Akiyoshi Sannai, Masahiro Kato, Sho Sonoda, Soichiro Nishimori, Tadashi Kozuno, Toshinori Kitamura, Wataru Kumagai, Yuki Ichihara, Yutaka Matsuo

arxiv:2401.17780 v3 · 2024-01-31 · 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{FXSWNDEHOH23UEGSYLFWIXHBNV}

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

2 papers in Pith

Near-Optimal Policy Identification in Robust Constrained Markov Decision Processes via Epigraph Form

Primal-Dual Policy Optimization for Linear CMDPs with Adversarial Losses

Receipt and verification

First computed	2026-07-05T08:38:36.108787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2de5668c8771f5ba10d2c2cb645ce16d7e59438f0831b97828f5b632e7d5b2e6

Aliases

arxiv: 2401.17780 · arxiv_version: 2401.17780v3 · doi: 10.48550/arxiv.2401.17780 · pith_short_12: FXSWNDEHOH23 · pith_short_16: FXSWNDEHOH23UEGS · pith_short_8: FXSWNDEH

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/FXSWNDEHOH23UEGSYLFWIXHBNV \
  | 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: 2de5668c8771f5ba10d2c2cb645ce16d7e59438f0831b97828f5b632e7d5b2e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4990f7d94aae90a767e6c57cb74935c0bbf99934dd9184471d7ca1b3e2a7d0f4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-31T12:23:24Z",
    "title_canon_sha256": "5f668df3418e6c36abfd1909ef7949baab9f3d5ed242ebbda248cfd396c7fb3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17780",
    "kind": "arxiv",
    "version": 3
  }
}