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Pith
Pith Number

pith:PD35AOYM

pith:2022:PD35AOYM2TZH2JH2XAIHVC32SD
not attested not anchored not stored refs pending

Bootstrap Generalization Ability from Loss Landscape Perspective

Huanran Chen, Jin Chen, Shitong Shao, Xiaofeng Ji, Xinxiao Wu, Zirui Shang, Ziyi Wang

arxiv:2209.08473 v2 · 2022-09-18 · cs.CV

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\usepackage{pith}
\pithnumber{PD35AOYM2TZH2JH2XAIHVC32SD}

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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 2026-07-05T06:03:09.419793Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

78f7d03b0cd4f27d24fab8107a8b7a90d11e5d7a7f9f4bea6d3584789ba5d2e7

Aliases

arxiv: 2209.08473 · arxiv_version: 2209.08473v2 · doi: 10.48550/arxiv.2209.08473 · pith_short_12: PD35AOYM2TZH · pith_short_16: PD35AOYM2TZH2JH2 · pith_short_8: PD35AOYM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PD35AOYM2TZH2JH2XAIHVC32SD \
  | 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: 78f7d03b0cd4f27d24fab8107a8b7a90d11e5d7a7f9f4bea6d3584789ba5d2e7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "49c6fdc17385c3cc1a3fa8fe37fad09be3d1ae7d464c58d07fc1340b5f8c7623",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-09-18T04:40:32Z",
    "title_canon_sha256": "1c1d9e86d310912516c9f852350f469d1af4f740009f6da1c5ed5e1066ed1418"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.08473",
    "kind": "arxiv",
    "version": 2
  }
}