Pith Number

pith:QZ6VEBNZ

pith:2025:QZ6VEBNZVZUQBVSJ754SVOSZYU

not attested not anchored not stored refs pending

LLM-powered Multi-agent Framework for Goal-oriented Learning in Intelligent Tutoring System

Hui Xiong, Jianxun Lian, Nicholas Jing Yuan, Qi Zhang, Tianfu Wang, Xing Xie, Yi Zhan, Zhengyu Hu

arxiv:2501.15749 v1 · 2025-01-27 · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QZ6VEBNZVZUQBVSJ754SVOSZYU}

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

1 paper in Pith

FACET: Multi-Agent AI Supporting Teachers in Scaling Differentiated Learning for Diverse Students

Receipt and verification

First computed	2026-07-05T10:05:50.070072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

867d5205b9ae6900d649ff792aba59c5279badfdb9813e51c92b2af614a8c924

Aliases

arxiv: 2501.15749 · arxiv_version: 2501.15749v1 · doi: 10.48550/arxiv.2501.15749 · pith_short_12: QZ6VEBNZVZUQ · pith_short_16: QZ6VEBNZVZUQBVSJ · pith_short_8: QZ6VEBNZ

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/QZ6VEBNZVZUQBVSJ754SVOSZYU \
  | 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: 867d5205b9ae6900d649ff792aba59c5279badfdb9813e51c92b2af614a8c924

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d90040567d9d81174f5c9a77b623a52d2c0c3746bae0ec22624055a5cbba0b0c",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-27T03:29:44Z",
    "title_canon_sha256": "ebaa888fe2311732672a33e10b9e07f7978b8c90f21e155c206233d873001903"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15749",
    "kind": "arxiv",
    "version": 1
  }
}