Pith. sign in
Pith Number

pith:SFCVBZ37

pith:2024:SFCVBZ37EZ6UQQZTLBQCEHDFR4
not attested not anchored not stored refs pending

The Advancement of Personalized Learning Potentially Accelerated by Generative AI

Changyong Qi, Jiayi Liu, Linzhao Jia, Rui Jia, Yuang Wei, Yuan-Hao Jiang

arxiv:2412.00691 v2 · 2024-12-01 · cs.AI · stat.AP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SFCVBZ37EZ6UQQZTLBQCEHDFR4}

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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.
Receipt and verification
First computed 2026-07-05T10:20:17.850964Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

914550e77f267d4843335860221c658f3e0db0c11ff3f43c2b23bdb35ae72f3e

Aliases

arxiv: 2412.00691 · arxiv_version: 2412.00691v2 · doi: 10.48550/arxiv.2412.00691 · pith_short_12: SFCVBZ37EZ6U · pith_short_16: SFCVBZ37EZ6UQQZT · pith_short_8: SFCVBZ37
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SFCVBZ37EZ6UQQZTLBQCEHDFR4 \
  | 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: 914550e77f267d4843335860221c658f3e0db0c11ff3f43c2b23bdb35ae72f3e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "858e86fa723b50512660be5c1ba7ef239f1e069cfb7092cb30716f5b9b0d24a8",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-01T06:01:14Z",
    "title_canon_sha256": "dc7c2dbe6d57acf9de46e4bb2caf9ed2aebabe82472ab3735ff5fd30852bec29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00691",
    "kind": "arxiv",
    "version": 2
  }
}