Pith. sign in
Pith Number

pith:ZQCQZUFZ

pith:2026:ZQCQZUFZI5YS3KCDSIIJ7BP3TP
not attested not anchored not stored refs pending

REATS: LLM Reasoning-based Ensemble Learning for Adaptive Time Series Forecasting

Chang Xu, Hui Sun, Li Zhao, Nan Ma, Peng Wang, Wei Wang, Xu Zhang, Zijian Zhang

arxiv:2608.10149 v1 · 2026-08-10 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZQCQZUFZI5YS3KCDSIIJ7BP3TP}

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 2026-08-12T00:22:54.870150Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cc050cd0b947712da84392109f85fb9bc5927bd21bef9efc164a0e8275567309

Aliases

arxiv: 2608.10149 · arxiv_version: 2608.10149v1 · doi: 10.48550/arxiv.2608.10149 · pith_short_12: ZQCQZUFZI5YS · pith_short_16: ZQCQZUFZI5YS3KCD · pith_short_8: ZQCQZUFZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZQCQZUFZI5YS3KCDSIIJ7BP3TP \
  | 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: cc050cd0b947712da84392109f85fb9bc5927bd21bef9efc164a0e8275567309
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ed6b6dbfa526757554ef72b751eeb36972bb742a0fa278abd4f87801e2d5e654",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-10T19:04:46Z",
    "title_canon_sha256": "787e20f6662d2b740ee8a1c40c0ee30e0e76d60a5b6c003156e81c334e14987d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.10149",
    "kind": "arxiv",
    "version": 1
  }
}