Pith Number

pith:Z6HHSDM3

pith:2021:Z6HHSDM322J4G5PJYCYTWH66KI

not attested not anchored not stored refs pending

HyAR: Addressing Discrete-Continuous Action Reinforcement Learning via Hybrid Action Representation

Boyan Li, Hongyao Tang, Jianye Hao, Li Wang, Pengyi Li, Yan Zheng, Zhaopeng Meng, Zhen Wang

arxiv:2109.05490 v3 · 2021-09-12 · 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{Z6HHSDM322J4G5PJYCYTWH66KI}

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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

2 papers in Pith

Revisiting Action Factorization for Complex Action Spaces

Policy Optimization in Hybrid Discrete-Continuous Action Spaces via Mixed Gradients

Receipt and verification

First computed	2026-07-05T04:05:34.021235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf8e790d9bd693c375e9c0b13b1fde523f6c9c528867e57754c89ed823d2ac1d

Aliases

arxiv: 2109.05490 · arxiv_version: 2109.05490v3 · doi: 10.48550/arxiv.2109.05490 · pith_short_12: Z6HHSDM322J4 · pith_short_16: Z6HHSDM322J4G5PJ · pith_short_8: Z6HHSDM3

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/Z6HHSDM322J4G5PJYCYTWH66KI \
  | 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: cf8e790d9bd693c375e9c0b13b1fde523f6c9c528867e57754c89ed823d2ac1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "076f46096f789f3b1e88f522f0b8410fe2e62b8699727fb4ee3092205dd72e33",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-12T11:26:27Z",
    "title_canon_sha256": "2c3cd4012c7a21861431455960cfee21c29008eaef9d06ff932911f9fdddd2eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.05490",
    "kind": "arxiv",
    "version": 3
  }
}