Pith. sign in
Pith Number

pith:7MAU6ZMB

pith:2025:7MAU6ZMBCM4WOOSETBYLTOG73M
not attested not anchored not stored refs pending

Beyond Shallow Heuristics: Leveraging Human Intuition for Curriculum Learning

Christian Bauckhage, Sebastian M\"uller, Tam\'as Horv\'ath, Tim Selbach, Vanessa Toborek

arxiv:2508.19873 v1 · 2025-08-27 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7MAU6ZMBCM4WOOSETBYLTOG73M}

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 2026-07-05T12:00:19.170293Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fb014f65811339673a449870b9b8dfdb154c39fc9c5943cd682c37c1e621b983

Aliases

arxiv: 2508.19873 · arxiv_version: 2508.19873v1 · doi: 10.48550/arxiv.2508.19873 · pith_short_12: 7MAU6ZMBCM4W · pith_short_16: 7MAU6ZMBCM4WOOSE · pith_short_8: 7MAU6ZMB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7MAU6ZMBCM4WOOSETBYLTOG73M \
  | 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: fb014f65811339673a449870b9b8dfdb154c39fc9c5943cd682c37c1e621b983
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "887dfdb6b9d9d188ba0de1a4c9495ad438850fdde394371d88c8bea52e994096",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-27T13:35:13Z",
    "title_canon_sha256": "cf5dc4a03a2192e7cd2a5d0536020a89455c760039b745a9390134d0f9b8787e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.19873",
    "kind": "arxiv",
    "version": 1
  }
}