Pith Number

pith:4WZJZVUT

pith:2026:4WZJZVUT6FANPGRIKLMKJ33NYU

not attested not anchored not stored refs pending

Harnessing Generalist Agents for Contextualized Time Series

Avaneesh Kumar, Baoyu Jing, Hanghang Tong, Jiaru Zou, Jingrui He, Kaifeng Jin, Mengting Ai, Xuying Ning, Yanjun Zhao, Yuanchen Bei, Zihao Li

arxiv:2606.05404 v1 · 2026-06-03 · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4WZJZVUT6FANPGRIKLMKJ33NYU}

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	2026-06-05T00:13:56.606915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5b29cd693f140d79a2852d8a4ef6dc53a1a914d844a2f5cd63a4069130ebf01

Aliases

arxiv: 2606.05404 · arxiv_version: 2606.05404v1 · doi: 10.48550/arxiv.2606.05404 · pith_short_12: 4WZJZVUT6FAN · pith_short_16: 4WZJZVUT6FANPGRI · pith_short_8: 4WZJZVUT

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/4WZJZVUT6FANPGRIKLMKJ33NYU \
  | 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: e5b29cd693f140d79a2852d8a4ef6dc53a1a914d844a2f5cd63a4069130ebf01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3de0cfbdb493335b2fee2e7173fdd3b81b3e9d4acd3111d1abd51fbad1d97f9",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-03T20:20:34Z",
    "title_canon_sha256": "2061515329ac33cc6f6923d81ef6ceb31cca9b0025aebd65805e210e5737652b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.05404",
    "kind": "arxiv",
    "version": 1
  }
}