Pith Number

pith:L7SQFY5R

pith:2024:L7SQFY5RNFAPM725IKUNEBKQ2T

not attested not anchored not stored refs pending

Deterministic Policies for Constrained Reinforcement Learning in Polynomial Time

Jeremy McMahan

arxiv:2405.14183 v2 · 2024-05-23 · cs.LG · cs.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L7SQFY5RNFAPM725IKUNEBKQ2T}

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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

1 paper in Pith

Polynomial-Time Approximability of Constrained Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:28:49.862251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fe502e3b16940f67f5d42a8d20550d4e6d56b2d9d7d598a6b9c2fa4d6a0bc48

Aliases

arxiv: 2405.14183 · arxiv_version: 2405.14183v2 · doi: 10.48550/arxiv.2405.14183 · pith_short_12: L7SQFY5RNFAP · pith_short_16: L7SQFY5RNFAPM725 · pith_short_8: L7SQFY5R

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/L7SQFY5RNFAPM725IKUNEBKQ2T \
  | 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: 5fe502e3b16940f67f5d42a8d20550d4e6d56b2d9d7d598a6b9c2fa4d6a0bc48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5bad52014b695826f445975079ca528a0cd73baa84d27e138b3017f89f5347b6",
    "cross_cats_sorted": [
      "cs.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T05:27:51Z",
    "title_canon_sha256": "7c672c7e4b7445e4f181bea8823886242c6b71334c8f665056b6dc7e7a4bfecb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14183",
    "kind": "arxiv",
    "version": 2
  }
}