Pith. sign in
Pith Number

pith:MZART2YL

pith:2024:MZART2YLXT2542PVGM3IA45KVX
not attested not anchored not stored refs pending

Absolute State-wise Constrained Policy Optimization: High-Probability State-wise Constraints Satisfaction

Changliu Liu, Feihan Li, Rui Chen, Tianhao Wei, Weiye Zhao, Yifan Sun, Yujie Wang

arxiv:2410.01212 v1 · 2024-10-02 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MZART2YLXT2542PVGM3IA45KVX}

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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.
Receipt and verification
First computed 2026-07-05T09:14:44.829668Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

664119eb0bbcf5de69f533368073aaadfc31749bf3113579cfd9bbdaa11c88e4

Aliases

arxiv: 2410.01212 · arxiv_version: 2410.01212v1 · doi: 10.48550/arxiv.2410.01212 · pith_short_12: MZART2YLXT25 · pith_short_16: MZART2YLXT2542PV · pith_short_8: MZART2YL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MZART2YLXT2542PVGM3IA45KVX \
  | 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: 664119eb0bbcf5de69f533368073aaadfc31749bf3113579cfd9bbdaa11c88e4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "06e72ec0a6a92f89e37523f4275b61d9b000c87e2ba7c42611f1375918c7a61f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T03:43:33Z",
    "title_canon_sha256": "c9742f988a51f317bbdbf54ed0a9cac11a34d8eb4fcc48f5ec5a65e6752843fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01212",
    "kind": "arxiv",
    "version": 1
  }
}