pith. sign in
Pith Number

pith:TREB2WGQ

pith:2026:TREB2WGQK2SXXUDDJG2TFW54TJ
not attested not anchored not stored refs pending

InA-Probe: Instruction-Aware Active Probing for Time Series Forecasting with LLMs

Chenyu Liu, Daoqiang Zhang, Emadeldeen Eldele, Lianchao Gu, Peiliang Gong, Qi Zhu, Xiaoli Li, Xinliang Zhou, Yang Liu, Yi Ding, Ziyu Jia

arxiv:2606.08601 v1 · 2026-06-07 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TREB2WGQK2SXXUDDJG2TFW54TJ}

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 2026-06-09T01:05:41.170348Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9c481d58d056a57bd06349b532dbbc9a4f85d254b444d6dc176ecef0c68cc143

Aliases

arxiv: 2606.08601 · arxiv_version: 2606.08601v1 · doi: 10.48550/arxiv.2606.08601 · pith_short_12: TREB2WGQK2SX · pith_short_16: TREB2WGQK2SXXUDD · pith_short_8: TREB2WGQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TREB2WGQK2SXXUDDJG2TFW54TJ \
  | 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: 9c481d58d056a57bd06349b532dbbc9a4f85d254b444d6dc176ecef0c68cc143
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "154e7b556d26aa23c34d61ed0f980f13e6abac2919fee7be0a8a766223523719",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-07T12:27:13Z",
    "title_canon_sha256": "3225b03f353cbfa8321934c5823024148b5b287d677d8b9452b7b31d0e0c78b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08601",
    "kind": "arxiv",
    "version": 1
  }
}