Pith. sign in
Pith Number

pith:6QNFQFHK

pith:2024:6QNFQFHKDA43UOHOLB3RZCRR7M
not attested not anchored not stored refs pending

Learning to Use Tools via Cooperative and Interactive Agents

Dawei Yin, Haibo Shi, Lingyong Yan, Pengjie Ren, Shen Gao, Suzan Verberne, Xiuyi Chen, Yue Feng, Zhaochun Ren, Zhengliang Shi

arxiv:2403.03031 v4 · 2024-03-05 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6QNFQFHKDA43UOHOLB3RZCRR7M}

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.

Cited by

4 papers in Pith

Receipt and verification
First computed 2026-07-05T08:35:43.540183Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f41a5814ea1839ba38ee58771c8a31fb226cedc9d589541fb4b74620abc33377

Aliases

arxiv: 2403.03031 · arxiv_version: 2403.03031v4 · doi: 10.48550/arxiv.2403.03031 · pith_short_12: 6QNFQFHKDA43 · pith_short_16: 6QNFQFHKDA43UOHO · pith_short_8: 6QNFQFHK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6QNFQFHKDA43UOHOLB3RZCRR7M \
  | 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: f41a5814ea1839ba38ee58771c8a31fb226cedc9d589541fb4b74620abc33377
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6613a94e299d6fd8b38b454d599c5ef4982e510877c312b89a55eb9b1f0c85b2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-05T15:08:16Z",
    "title_canon_sha256": "96906534d8a8380d749c53bd6842b013d7b56b458aac292188e3d25cd408be0b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03031",
    "kind": "arxiv",
    "version": 4
  }
}