Pith Number

pith:ZQ7QCQ3S

pith:2024:ZQ7QCQ3SAC22GKSCN374BBUN6H

not attested not anchored not stored refs pending

Truly No-Regret Learning in Constrained MDPs

Adrian M\"uller, Giorgia Ramponi, Niao He, Pragnya Alatur, Volkan Cevher

arxiv:2402.15776 v3 · 2024-02-24 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZQ7QCQ3SAC22GKSCN374BBUN6H}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T08:46:07.272122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc3f01437200b5a32a426effc0868df1d29091b304913df0217d4f6ec98c65ad

Aliases

arxiv: 2402.15776 · arxiv_version: 2402.15776v3 · doi: 10.48550/arxiv.2402.15776 · pith_short_12: ZQ7QCQ3SAC22 · pith_short_16: ZQ7QCQ3SAC22GKSC · pith_short_8: ZQ7QCQ3S

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/ZQ7QCQ3SAC22GKSCN374BBUN6H \
  | 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: cc3f01437200b5a32a426effc0868df1d29091b304913df0217d4f6ec98c65ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffcae6de7ea67da7ae15e04e92046f8db248c9554bcae8af1bfc0d9f00070bf9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-24T09:47:46Z",
    "title_canon_sha256": "e4b7836af9beb8fa2ab2da8295f196ca9b033c6ce11743c9216e41df5d0bd24b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15776",
    "kind": "arxiv",
    "version": 3
  }
}