Pith Number

pith:M2OUD657

pith:2023:M2OUD657TYWKUIZG443AIQFKI7

not attested not anchored not stored refs pending

Solving Richly Constrained Reinforcement Learning through State Augmentation and Reward Penalties

Hao Jiang, Minh Huy Hoang, Pradeep Varakantham, Tien Mai

arxiv:2301.11592 v2 · 2023-01-27 · 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{M2OUD657TYWKUIZG443AIQFKI7}

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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

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

Receipt and verification

First computed	2026-07-05T07:33:10.636747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

669d41fbbf9e2caa2326e7360440aa47c20fd24db2a1aef0b525b4d953625de7

Aliases

arxiv: 2301.11592 · arxiv_version: 2301.11592v2 · doi: 10.48550/arxiv.2301.11592 · pith_short_12: M2OUD657TYWK · pith_short_16: M2OUD657TYWKUIZG · pith_short_8: M2OUD657

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/M2OUD657TYWKUIZG443AIQFKI7 \
  | 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: 669d41fbbf9e2caa2326e7360440aa47c20fd24db2a1aef0b525b4d953625de7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6089c838b478a5b40a554f5dfd94ed7ef7f93dce9380f97322994b55976f5889",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-27T08:33:08Z",
    "title_canon_sha256": "d883e25790f951a786ec05d241d403ad27ba7dc0970be1b5099c2832adb8e20a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11592",
    "kind": "arxiv",
    "version": 2
  }
}