Pith Number

pith:ENT2BPQC

pith:2019:ENT2BPQC233C2FOKIVDZEE5EHF

not attested not anchored not stored refs pending

Reusability and Transferability of Macro Actions for Reinforcement Learning

Chun-Yi Lee, Henry Kuo, Kuan-Yu Chang, Yi-Hsiang Chang

arxiv:1908.01478 v3 · 2019-08-05 · cs.NE · cs.AI · 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{ENT2BPQC233C2FOKIVDZEE5EHF}

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

1 paper in Pith

Meta-learning how to Share Credit among Macro-Actions

Receipt and verification

First computed	2026-07-05T04:18:26.004908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2367a0be02d6f62d15ca45479213a439499d0c0e8f905348d8934fe200381681

Aliases

arxiv: 1908.01478 · arxiv_version: 1908.01478v3 · doi: 10.48550/arxiv.1908.01478 · pith_short_12: ENT2BPQC233C · pith_short_16: ENT2BPQC233C2FOK · pith_short_8: ENT2BPQC

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/ENT2BPQC233C2FOKIVDZEE5EHF \
  | 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: 2367a0be02d6f62d15ca45479213a439499d0c0e8f905348d8934fe200381681

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e9f5cef695bbb63f94e982c01dada354c8d43aca3eb568a4a556b79987ca7e7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2019-08-05T05:59:40Z",
    "title_canon_sha256": "4a3a27a9c4cbb09e8c8d730d90134c9b05693c08abfb1ad5678a37dc26446144"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.01478",
    "kind": "arxiv",
    "version": 3
  }
}