Pith Number

pith:FOE2SUE2

pith:2025:FOE2SUE2QJ4V4OPEY7HJOA3YSY

not attested not anchored not stored refs pending

Leveraging Constraint Violation Signals For Action-Constrained Reinforcement Learning

Akshat Kumar, Janaka Chathuranga Brahmanage, Jiajing Ling

arxiv:2502.10431 v1 · 2025-02-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FOE2SUE2QJ4V4OPEY7HJOA3YSY}

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	2026-07-05T10:14:52.504405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b89a9509a82795e39e4c7ce9703789609e7ab39eb88bc1cdc51e63e3a8185fe

Aliases

arxiv: 2502.10431 · arxiv_version: 2502.10431v1 · doi: 10.48550/arxiv.2502.10431 · pith_short_12: FOE2SUE2QJ4V · pith_short_16: FOE2SUE2QJ4V4OPE · pith_short_8: FOE2SUE2

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/FOE2SUE2QJ4V4OPEY7HJOA3YSY \
  | 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: 2b89a9509a82795e39e4c7ce9703789609e7ab39eb88bc1cdc51e63e3a8185fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1198b775d9c18a9623128bef53464ffa3d29b6ee02d9bb09ce8bff6e3e4d1ad1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-08T12:58:26Z",
    "title_canon_sha256": "7b0749f2af82ee7793a6bc03e88fc1ddab491833890b7fb1769a4503dce1c7db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10431",
    "kind": "arxiv",
    "version": 1
  }
}