Pith Number

pith:J6QV5WPL

pith:2026:J6QV5WPLFGGB4Q5MVG2L3ZKMFQ

not attested not anchored not stored refs pending

Rethinking Zero-Shot Time Series Classification: From Task-specific Classifiers to In-Context Inference

Juntao Fang, Keli Zhang, Lujia Pan, Ruichu Cai, Shengbin Nie, Shifeng Xie, Themis Palpanas, Yuhui Ling, Yuming Liu, Zijian Li

arxiv:2602.00620 v2 · 2026-01-31 · 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{J6QV5WPLFGGB4Q5MVG2L3ZKMFQ}

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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.

Cited by

1 paper in Pith

TimEE: End-to-end Time Series Classification via In-Context Learning

Receipt and verification

First computed	2026-07-14T01:22:03.917380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fa15ed9eb298c1e43aca9b4bde54c2c2d22d618703cb7bb1ef14363815d8eb0

Aliases

arxiv: 2602.00620 · arxiv_version: 2602.00620v2 · doi: 10.48550/arxiv.2602.00620 · pith_short_12: J6QV5WPLFGGB · pith_short_16: J6QV5WPLFGGB4Q5M · pith_short_8: J6QV5WPL

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/J6QV5WPLFGGB4Q5MVG2L3ZKMFQ \
  | 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: 4fa15ed9eb298c1e43aca9b4bde54c2c2d22d618703cb7bb1ef14363815d8eb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be7d3fb31555bbc4a9dd8857103a2d22714e6e88d6a5bc7fbbadd4b3ac39507f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-31T09:17:45Z",
    "title_canon_sha256": "df77cddddaffb225836e545755d4f4d44ae40c5e77b3ffaa6607bb5d85838c9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.00620",
    "kind": "arxiv",
    "version": 2
  }
}