Pith Number

pith:ZYQ7ZTJE

pith:2024:ZYQ7ZTJEGKXOIJHT2E5LCNZAYT

not attested not anchored not stored refs pending

Excluding the Irrelevant: Focusing Reinforcement Learning through Continuous Action Masking

Hanna Krasowski, Jakob Thumm, Matthias Althoff, Michael Eichelbeck, Philipp Gassert, Roland Stolz

arxiv:2406.03704 v2 · 2024-06-06 · cs.LG · 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{ZYQ7ZTJEGKXOIJHT2E5LCNZAYT}

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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

Action Mapping for Reinforcement Learning in Continuous Environments with Constraints

Receipt and verification

First computed	2026-07-05T09:31:03.783788Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce21fccd2432aee424f3d13ab13720c4d3d0eb315bb945465292bcab54a4bdbb

Aliases

arxiv: 2406.03704 · arxiv_version: 2406.03704v2 · doi: 10.48550/arxiv.2406.03704 · pith_short_12: ZYQ7ZTJEGKXO · pith_short_16: ZYQ7ZTJEGKXOIJHT · pith_short_8: ZYQ7ZTJE

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/ZYQ7ZTJEGKXOIJHT2E5LCNZAYT \
  | 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: ce21fccd2432aee424f3d13ab13720c4d3d0eb315bb945465292bcab54a4bdbb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a338f1f6d204cb9eea8479c25d26efbba3e5b343443686b35f7edc679c22ad50",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-06T02:55:16Z",
    "title_canon_sha256": "7eab95fbb0a8419a2ca903ad1998752e48ba9d701e36428447d9f64b480cc02f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03704",
    "kind": "arxiv",
    "version": 2
  }
}