Pith Number

pith:PALJ7VRZ

pith:2023:PALJ7VRZ5J3UHYQYYANCVAW3CZ

not attested not anchored not stored refs pending

Graph-enabled Reinforcement Learning for Time Series Forecasting with Adaptive Intelligence

Haoran Xie, Jianming Yong, Lin Li, Thanveer Shaik, Xiaohui Tao, Yuefeng Li

arxiv:2309.10186 v2 · 2023-09-18 · 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{PALJ7VRZ5J3UHYQYYANCVAW3CZ}

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.

Receipt and verification

First computed	2026-07-05T11:21:29.939885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78169fd639ea7743e218c01a2a82db16742075a50dcac0daf0ef340ddfc949f8

Aliases

arxiv: 2309.10186 · arxiv_version: 2309.10186v2 · doi: 10.48550/arxiv.2309.10186 · pith_short_12: PALJ7VRZ5J3U · pith_short_16: PALJ7VRZ5J3UHYQY · pith_short_8: PALJ7VRZ

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/PALJ7VRZ5J3UHYQYYANCVAW3CZ \
  | 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: 78169fd639ea7743e218c01a2a82db16742075a50dcac0daf0ef340ddfc949f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cc25ff4f2cdf6203d042fc6b36a8f832c224700d1739565d9d19a8237c3ec58",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-18T22:25:12Z",
    "title_canon_sha256": "59ff067d19ce287e5e191228887325eacaeac23b990896ec859d3d1138ebe6a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.10186",
    "kind": "arxiv",
    "version": 2
  }
}