Pith Number

pith:DRSOJL5T

pith:2022:DRSOJL5TL5TVNSJEZPZWQ6M3UP

not attested not anchored not stored refs pending

Efficient Reinforcement Learning from Demonstration Using Local Ensemble and Reparameterization with Split and Merge of Expert Policies

Fang Liu, Yu Wang

arxiv:2205.11019 v1 · 2022-05-23 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DRSOJL5TL5TVNSJEZPZWQ6M3UP}

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	2026-07-05T04:25:26.384088Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c64e4afb35f6756c924cbf368799ba3fbc7a469280c97b76332794873b64b87

Aliases

arxiv: 2205.11019 · arxiv_version: 2205.11019v1 · doi: 10.48550/arxiv.2205.11019 · pith_short_12: DRSOJL5TL5TV · pith_short_16: DRSOJL5TL5TVNSJE · pith_short_8: DRSOJL5T

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/DRSOJL5TL5TVNSJEZPZWQ6M3UP \
  | 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: 1c64e4afb35f6756c924cbf368799ba3fbc7a469280c97b76332794873b64b87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e625cd3080bd9fb3eadf93eb772d106b3d3411fee0989efae101c66e89f01d4e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-23T03:36:24Z",
    "title_canon_sha256": "ae106808fd1537cdb075bb44826bb19cbf2732f731a85a03ea8af3ecf49ffc21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.11019",
    "kind": "arxiv",
    "version": 1
  }
}