Pith Number

pith:H4XATGTV

pith:2023:H4XATGTVMYUP3AROSLT25YKKN5

not attested not anchored not stored refs pending

Rethinking Decision Transformer via Hierarchical Reinforcement Learning

Chenjun Xiao, Hebin Liang, Jianye Hao, Yi Ma

arxiv:2311.00267 v1 · 2023-11-01 · 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{H4XATGTVMYUP3AROSLT25YKKN5}

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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

Generative Sequential Notification Optimization via Multi-Objective Decision Transformers

Receipt and verification

First computed	2026-07-05T07:07:44.717287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f2e099a756628fd822e92e7aee14a6f67319230c017f0d21687bebc14afb56b

Aliases

arxiv: 2311.00267 · arxiv_version: 2311.00267v1 · doi: 10.48550/arxiv.2311.00267 · pith_short_12: H4XATGTVMYUP · pith_short_16: H4XATGTVMYUP3ARO · pith_short_8: H4XATGTV

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/H4XATGTVMYUP3AROSLT25YKKN5 \
  | 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: 3f2e099a756628fd822e92e7aee14a6f67319230c017f0d21687bebc14afb56b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4d4b886bed57abb6f0e937c113c10e222241c87c1ba9ddd8172450fcc541274",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-01T03:32:13Z",
    "title_canon_sha256": "4c49914f3b21e39b1e6a3c22564cc2ff0f3a48ce66b7a08033deee7fcac9faae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00267",
    "kind": "arxiv",
    "version": 1
  }
}