Pith Number

pith:T5BDUTCD

pith:2024:T5BDUTCDIJ2JR4UIU2YBFSDC4J

not attested not anchored not stored refs pending

Hierarchical Meta-Reinforcement Learning via Automated Macro-Action Discovery

Chuangchuang Sun, Minjae Cho

arxiv:2412.11930 v1 · 2024-12-16 · 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{T5BDUTCDIJ2JR4UIU2YBFSDC4J}

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

Self-Improving Skill Learning for Robust Skill-based Meta-Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:49:54.197365Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f423a4c43427498f288a6b012c862e277145e29ebb49f29511e1e13437dbba3

Aliases

arxiv: 2412.11930 · arxiv_version: 2412.11930v1 · doi: 10.48550/arxiv.2412.11930 · pith_short_12: T5BDUTCDIJ2J · pith_short_16: T5BDUTCDIJ2JR4UI · pith_short_8: T5BDUTCD

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/T5BDUTCDIJ2JR4UIU2YBFSDC4J \
  | 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: 9f423a4c43427498f288a6b012c862e277145e29ebb49f29511e1e13437dbba3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "031b96811888c158cbb1ab36df08edcbbf8ea09e6e6c7bb1adf4eefc3b8ab867",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T16:15:36Z",
    "title_canon_sha256": "bb9e7ee7aedeb9eca60f589f304ce3eec8681b53f5bc20ceb4bbac561d0f8176"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11930",
    "kind": "arxiv",
    "version": 1
  }
}