Pith Number

pith:2PUXTTXP

pith:2024:2PUXTTXPNHU5KZAFJGP4LHDYZX

not attested not anchored not stored refs pending

Action Mapping for Reinforcement Learning in Continuous Environments with Constraints

Alberto L. Sangiovanni-Vincentelli, Lukas Dirnberger, Marco Caccamo, Mirco Theile, Raphael Trumpp

arxiv:2412.04327 v1 · 2024-12-05 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2PUXTTXPNHU5KZAFJGP4LHDYZX}

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	2026-07-05T09:45:02.501129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3e979ceef69e9d56405499fc59c78cde361e5b4a29ee3acb1d0fd8fb811bcca

Aliases

arxiv: 2412.04327 · arxiv_version: 2412.04327v1 · doi: 10.48550/arxiv.2412.04327 · pith_short_12: 2PUXTTXPNHU5 · pith_short_16: 2PUXTTXPNHU5KZAF · pith_short_8: 2PUXTTXP

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/2PUXTTXPNHU5KZAFJGP4LHDYZX \
  | 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: d3e979ceef69e9d56405499fc59c78cde361e5b4a29ee3acb1d0fd8fb811bcca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e4ec47eb4e493cdbbcbe0bc8ff23f191d17c2d8dcc66d610500139e38ed93f4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T16:42:45Z",
    "title_canon_sha256": "0f0b0a11c084539065423bb72d76cf8bf181cd42aff729d8eed68a32887a0c46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04327",
    "kind": "arxiv",
    "version": 1
  }
}