pith. sign in
Pith Number

pith:WR76BCGE

pith:2026:WR76BCGEO4VTNGJ2MKXTLFYPJA
not attested not anchored not stored refs pending

From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs

Junlong Tong, Wei Zhang, Xiaoyu Shen, Xin Qiu, Yao Zhang, Yunpu Ma

arxiv:2606.22126 v1 · 2026-06-20 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WR76BCGEO4VTNGJ2MKXTLFYPJA}

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 2026-06-23T02:13:29.013641Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b47fe088c4772b36993a62af35970f482078cc2ae8b61373e00ca99b934a42ea

Aliases

arxiv: 2606.22126 · arxiv_version: 2606.22126v1 · doi: 10.48550/arxiv.2606.22126 · pith_short_12: WR76BCGEO4VT · pith_short_16: WR76BCGEO4VTNGJ2 · pith_short_8: WR76BCGE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WR76BCGEO4VTNGJ2MKXTLFYPJA \
  | 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: b47fe088c4772b36993a62af35970f482078cc2ae8b61373e00ca99b934a42ea
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2417a9b86983d4b42b5ae1ebd8fab4b9c75dc653a0a4d75a6909ec594ee5f15c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-20T16:08:44Z",
    "title_canon_sha256": "319e33cc24259c2056a625ae86ad254b68e12142089e10be7eca4e546642c6a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.22126",
    "kind": "arxiv",
    "version": 1
  }
}