Pith Number

pith:RNU7VTT4

pith:2023:RNU7VTT4J7WRKJB62TLJE2AALF

not attested not anchored not stored refs pending

ReLOAD: Reinforcement Learning with Optimistic Ascent-Descent for Last-Iterate Convergence in Constrained MDPs

Brendan O'Donoghue, Satinder Singh, Sebastian Flennerhag, Ted Moskovitz, Tom Zahavy, Vivek Veeriah

arxiv:2302.01275 v2 · 2023-02-02 · 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{RNU7VTT4J7WRKJB62TLJE2AALF}

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	2026-07-05T05:48:05.716296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b69face7c4fed15243ed4d692680059775140ac6f424bdd7f86bbb8d1b661fa

Aliases

arxiv: 2302.01275 · arxiv_version: 2302.01275v2 · doi: 10.48550/arxiv.2302.01275 · pith_short_12: RNU7VTT4J7WR · pith_short_16: RNU7VTT4J7WRKJB6 · pith_short_8: RNU7VTT4

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/RNU7VTT4J7WRKJB62TLJE2AALF \
  | 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: 8b69face7c4fed15243ed4d692680059775140ac6f424bdd7f86bbb8d1b661fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49935646d229ff6865022dff97e51b3aa017102235c141ac37d9a27050bb540f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-02T18:05:27Z",
    "title_canon_sha256": "3e551e85b063f918fd15e515e35314b58417723c82bb77aeffbbf693193d63e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01275",
    "kind": "arxiv",
    "version": 2
  }
}