Pith Number

pith:AMHAH4JC

pith:2026:AMHAH4JC2F3NB3IC53X7BJBZB6

not attested not anchored not stored refs pending

TAROT: Task-Adaptive Refinement of LLM-prior Graphs for Few-shot Tabular Learning

Hangting Ye, Mengnan Du, Ruxue Shi, Xin Wang, Yi Chang, Yili Wang

arxiv:2606.11640 v1 · 2026-06-10 · 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{AMHAH4JC2F3NB3IC53X7BJBZB6}

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	2026-06-11T01:10:00.425802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

030e03f122d176d0ed02eeeff0a4390fa564d3a7f051cdc48ab308802f379db2

Aliases

arxiv: 2606.11640 · arxiv_version: 2606.11640v1 · doi: 10.48550/arxiv.2606.11640 · pith_short_12: AMHAH4JC2F3N · pith_short_16: AMHAH4JC2F3NB3IC · pith_short_8: AMHAH4JC

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/AMHAH4JC2F3NB3IC53X7BJBZB6 \
  | 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: 030e03f122d176d0ed02eeeff0a4390fa564d3a7f051cdc48ab308802f379db2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abc9e9415e150de5896e96920e0e922b8fc85018498d44d579340b215e5f3acb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-10T04:02:57Z",
    "title_canon_sha256": "8de8f8e24c32eed2c45b245ee60aaaa027a39fc5d63e8627359a3bfd45fd29bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.11640",
    "kind": "arxiv",
    "version": 1
  }
}