Pith. sign in
Pith Number

pith:UQVDTNB5

pith:2025:UQVDTNB5YRD2FRLIUNYCWDID2C
not attested not anchored not stored refs pending

Right Time to Learn:Promoting Generalization via Bio-inspired Spacing Effect in Knowledge Distillation

Bo Lei, Guanglong Sun, Hongwei Yan, Liyuan Wang, Qian Li, Yi Zhong

arxiv:2502.06192 v2 · 2025-02-10 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UQVDTNB5YRD2FRLIUNYCWDID2C}

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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 2026-07-05T11:05:23.201935Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a42a39b43dc447a2c568a3702b0d03d0a672d97843439c0abb61cbab3a0ebcdb

Aliases

arxiv: 2502.06192 · arxiv_version: 2502.06192v2 · doi: 10.48550/arxiv.2502.06192 · pith_short_12: UQVDTNB5YRD2 · pith_short_16: UQVDTNB5YRD2FRLI · pith_short_8: UQVDTNB5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UQVDTNB5YRD2FRLIUNYCWDID2C \
  | 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: a42a39b43dc447a2c568a3702b0d03d0a672d97843439c0abb61cbab3a0ebcdb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ce1ddd9023b82090c4b22d228f6cf265f711ce1036cc7bc2840346fed840ae43",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T06:48:04Z",
    "title_canon_sha256": "26edbce616d94c9df36ec29b7ec5ab7df25bc92d0d5a43de022884e2a9c97863"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06192",
    "kind": "arxiv",
    "version": 2
  }
}