Pith Number

pith:M4VP6FXT

pith:2023:M4VP6FXTEWGC6UOTY3A3V5SESS

not attested not anchored not stored refs pending

Generative Modelling of Stochastic Actions with Arbitrary Constraints in Reinforcement Learning

Arunesh Sinha, Changyu Chen, Pradeep Varakantham, Ramesha Karunasena, Thanh Hong Nguyen

arxiv:2311.15341 v1 · 2023-11-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M4VP6FXTEWGC6UOTY3A3V5SESS}

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	2026-07-05T07:17:02.034229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

672aff16f3258c2f51d3c6c1baf6449487c6da89b9a4e081939d5afdba8ed7c9

Aliases

arxiv: 2311.15341 · arxiv_version: 2311.15341v1 · doi: 10.48550/arxiv.2311.15341 · pith_short_12: M4VP6FXTEWGC · pith_short_16: M4VP6FXTEWGC6UOT · pith_short_8: M4VP6FXT

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/M4VP6FXTEWGC6UOTY3A3V5SESS \
  | 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: 672aff16f3258c2f51d3c6c1baf6449487c6da89b9a4e081939d5afdba8ed7c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a13ac19848b77c62f36baf4d30dd2c42f4abaecebeb94f45dcbaee084692c661",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-26T15:57:20Z",
    "title_canon_sha256": "4e929b169bc4bc845bc4f7811c9fd1abe974dc5944e2271a5095d6aa36788f82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15341",
    "kind": "arxiv",
    "version": 1
  }
}