Pith Number

pith:M7NUMIZN

pith:2022:M7NUMIZNWXHOLHZRCM5WF6WTLB

not attested not anchored not stored refs pending

Reinforcement Learning in Practice: Opportunities and Challenges

Yuxi Li

arxiv:2202.11296 v2 · 2022-02-23 · 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{M7NUMIZNWXHOLHZRCM5WF6WTLB}

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.

Cited by

2 papers in Pith

When are LLMs Sufficient Policy Optimizers for Sequential RL Tasks?

Receipt and verification

First computed	2026-07-05T04:16:54.578407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67db46232db5cee59f31133b62fad3586455ebbca8ab4e3dddcf13bb74d7ba0c

Aliases

arxiv: 2202.11296 · arxiv_version: 2202.11296v2 · doi: 10.48550/arxiv.2202.11296 · pith_short_12: M7NUMIZNWXHO · pith_short_16: M7NUMIZNWXHOLHZR · pith_short_8: M7NUMIZN

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/M7NUMIZNWXHOLHZRCM5WF6WTLB \
  | 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: 67db46232db5cee59f31133b62fad3586455ebbca8ab4e3dddcf13bb74d7ba0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "352ec4d3b8ce541c510173b27180cf1b7c0a6843917c043e956d3b9165c79537",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-23T03:58:46Z",
    "title_canon_sha256": "803319bfb9dde4c872547a7988975a7a255e88f3126d4a4b6d186ec58179145b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.11296",
    "kind": "arxiv",
    "version": 2
  }
}