Pith Number

pith:GT3JOTKW

pith:2021:GT3JOTKWUBMGA5EVDWDAYZ5GCH

not attested not anchored not stored refs pending

Policy Optimization for Constrained MDPs with Provable Fast Global Convergence

Chao Tian, Dileep Kalathil, P. R. Kumar, Ruida Zhou, Tao Liu

arxiv:2111.00552 v2 · 2021-10-31 · cs.LG · cs.AI · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GT3JOTKWUBMGA5EVDWDAYZ5GCH}

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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

3 papers in Pith

Last-Iterate Convergence of General Parameterized Policies in Constrained MDPs

From Cumulative Constraints to Adaptive Runtime Safety Control for Nonstationary Reinforcement Learning

Safe Continual Reinforcement Learning under Nonstationarity via Adaptive Safety Constraints

Receipt and verification

First computed	2026-07-05T03:54:03.353688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34f6974d56a0586074951d860c67a611d0381f68ec6d541ba8c3e0e579dace4b

Aliases

arxiv: 2111.00552 · arxiv_version: 2111.00552v2 · doi: 10.48550/arxiv.2111.00552 · pith_short_12: GT3JOTKWUBMG · pith_short_16: GT3JOTKWUBMGA5EV · pith_short_8: GT3JOTKW

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/GT3JOTKWUBMGA5EVDWDAYZ5GCH \
  | 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: 34f6974d56a0586074951d860c67a611d0381f68ec6d541ba8c3e0e579dace4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a582b72c4320af28d247386e8e8ec271d65dbc8fa83d7f14ade77668a4786007",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-31T17:46:26Z",
    "title_canon_sha256": "c6f6f7f46225da5645238b63147b00b5d445600ca369bbd9ffe174a6a9ed005c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.00552",
    "kind": "arxiv",
    "version": 2
  }
}