Pith Number

pith:APTQ2IDK

pith:2024:APTQ2IDKRUZDRVBUTVFKFCIEVJ

not attested not anchored not stored refs pending

Model-based Reinforcement Learning for Parameterized Action Spaces

George Konidaris, Haotian Fu, Renhao Zhang, Yilin Miao

arxiv:2404.03037 v3 · 2024-04-03 · 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{APTQ2IDKRUZDRVBUTVFKFCIEVJ}

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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

1 paper in Pith

Transferable Delay-Aware Reinforcement Learning via Implicit Causal Graph Modeling

Receipt and verification

First computed	2026-07-05T08:22:39.166821Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03e70d206a8d3238d4349d4aa28904aa47681004d3b7e1d5381cc0d5737f5f79

Aliases

arxiv: 2404.03037 · arxiv_version: 2404.03037v3 · doi: 10.48550/arxiv.2404.03037 · pith_short_12: APTQ2IDKRUZD · pith_short_16: APTQ2IDKRUZDRVBU · pith_short_8: APTQ2IDK

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/APTQ2IDKRUZDRVBUTVFKFCIEVJ \
  | 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: 03e70d206a8d3238d4349d4aa28904aa47681004d3b7e1d5381cc0d5737f5f79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea01b3f3888c43b18670a4a3eae6154236665ffb2f0e1a77ff35182918b63118",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-03T19:48:13Z",
    "title_canon_sha256": "90c8a91e85480ddc06c692f5e10d55b8155111ef34811a1e348975ceb8836455"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03037",
    "kind": "arxiv",
    "version": 3
  }
}