Pith Number

pith:W4625GTP

pith:2023:W4625GTPIQ6UJRQGC6LS2FWEYF

not attested not anchored not stored refs pending

Cancellation-Free Regret Bounds for Lagrangian Approaches in Constrained Markov Decision Processes

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

arxiv:2306.07001 v2 · 2023-06-12 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{W4625GTPIQ6UJRQGC6LS2FWEYF}

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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

2 papers in Pith

Augmented Lagrangian Method for Last-Iterate Convergence for Constrained MDPs

Primal-Dual Policy Optimization for Linear CMDPs with Adversarial Losses

Receipt and verification

First computed	2026-07-05T06:46:05.884173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b73dae9a6f443d44c60617972d16c4c1564ebcd4fb1789164997629135ece1ee

Aliases

arxiv: 2306.07001 · arxiv_version: 2306.07001v2 · doi: 10.48550/arxiv.2306.07001 · pith_short_12: W4625GTPIQ6U · pith_short_16: W4625GTPIQ6UJRQG · pith_short_8: W4625GTP

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/W4625GTPIQ6UJRQGC6LS2FWEYF \
  | 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: b73dae9a6f443d44c60617972d16c4c1564ebcd4fb1789164997629135ece1ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9b10140910f19f1dd8b39221d829b2f7b202d388cebe256d390affefe498317",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-12T10:10:57Z",
    "title_canon_sha256": "6770a2236b1eed017de294aeb487923490611f1868c9d32671c240e85b42d303"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07001",
    "kind": "arxiv",
    "version": 2
  }
}