Pith Number

pith:A4UYMXXI

pith:2022:A4UYMXXIALBRYBGEX2ZWWCIG5Q

not attested not anchored not stored refs pending

Robust Policy Optimization in Deep Reinforcement Learning

Md Masudur Rahman, Yexiang Xue

arxiv:2212.07536 v1 · 2022-12-14 · 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{A4UYMXXIALBRYBGEX2ZWWCIG5Q}

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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

2 papers in Pith

Design for Manufacturing: A Manufacturability Knowledge-Integrated Reinforcement Learning Framework for Free-Form Pipe Routing in Aeroengines

Real-Time Execution of Action Chunking Flow Policies

Receipt and verification

First computed	2026-07-05T05:25:33.952838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0729865ee802c31c04c4beb36b0906ec027fb03f7afe9c7d08344f831303667b

Aliases

arxiv: 2212.07536 · arxiv_version: 2212.07536v1 · doi: 10.48550/arxiv.2212.07536 · pith_short_12: A4UYMXXIALBR · pith_short_16: A4UYMXXIALBRYBGE · pith_short_8: A4UYMXXI

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/A4UYMXXIALBRYBGEX2ZWWCIG5Q \
  | 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: 0729865ee802c31c04c4beb36b0906ec027fb03f7afe9c7d08344f831303667b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23d19eabda51bc25c09893121764f169c7c4fec0a7023d9d1456cee2f5e024c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-14T22:43:56Z",
    "title_canon_sha256": "be6b3e87e38255c7c9c59e261497a68349a9a186f7e17e9a991111b8e7b801bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07536",
    "kind": "arxiv",
    "version": 1
  }
}