Pith Number

pith:VGMSKL2G

pith:2025:VGMSKL2GDHOUTFZEXIGG4V2EWV

not attested not anchored not stored refs pending

Discovering Temporal Structure: An Overview of Hierarchical Reinforcement Learning

Akhil Bagaria, Doina Precup, George Konidaris, Marlos C. Machado, Martin Klissarov, Ziyan Luo

arxiv:2506.14045 v1 · 2025-06-16 · cs.AI

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\usepackage{pith}
\pithnumber{VGMSKL2GDHOUTFZEXIGG4V2EWV}

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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

6 papers in Pith

Mesh-RL: Coupled subgrid reinforcement learning

Event-Driven Reinforcement Learning Enables Long-Horizon Control in Semiconductor Fabrication

Darwin Mobile Agent: A Roadmap for Self-Evolution

Goal-Conditioned Agents that Learn Everything All at Once

Switching Successor Measures for Hierarchical Zero-shot Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:22:48.055606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a999252f4619dd499724ba0c6e5744b5409ab9a07af0919ee1574becc7f213a9

Aliases

arxiv: 2506.14045 · arxiv_version: 2506.14045v1 · doi: 10.48550/arxiv.2506.14045 · pith_short_12: VGMSKL2GDHOU · pith_short_16: VGMSKL2GDHOUTFZE · pith_short_8: VGMSKL2G

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/VGMSKL2GDHOUTFZEXIGG4V2EWV \
  | 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: a999252f4619dd499724ba0c6e5744b5409ab9a07af0919ee1574becc7f213a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b71256e9c8c70da96c4cdcbf5b333881b25e1181fbb467b03903ddeef35a819b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-16T22:36:32Z",
    "title_canon_sha256": "44a2ce45207933fe1206470cac0c9796d2a8e84608ac1ba5031b3a880cd55246"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14045",
    "kind": "arxiv",
    "version": 1
  }
}