Pith Number

pith:E4E67XOE

pith:2024:E4E67XOER4SAC7NKTZMN33SGOH

not attested not anchored not stored refs pending

Planning Transformer: Long-Horizon Offline Reinforcement Learning with Planning Tokens

Joseph Clinton, Robert Lieck

arxiv:2409.09513 v1 · 2024-09-14 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E4E67XOER4SAC7NKTZMN33SGOH}

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

Generative Sequential Notification Optimization via Multi-Objective Decision Transformers

Receipt and verification

First computed	2026-07-05T09:07:10.709260Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2709efddc48f24017daa9e58ddee4671c5b4a169d40f43dd1c342ab5cfeb70a0

Aliases

arxiv: 2409.09513 · arxiv_version: 2409.09513v1 · doi: 10.48550/arxiv.2409.09513 · pith_short_12: E4E67XOER4SA · pith_short_16: E4E67XOER4SAC7NK · pith_short_8: E4E67XOE

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/E4E67XOER4SAC7NKTZMN33SGOH \
  | 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: 2709efddc48f24017daa9e58ddee4671c5b4a169d40f43dd1c342ab5cfeb70a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7bdab17212520fe85855bc7ed699b2d4070874c35fc00a26d9a48285e845ef7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-14T19:30:53Z",
    "title_canon_sha256": "ea5b671525aec145bbc02cca35563e0661fc635daa3143b72f0f70206168f9f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.09513",
    "kind": "arxiv",
    "version": 1
  }
}