Pith Number

pith:YO234LLM

pith:2024:YO234LLMMCCXJUG2ZJF45VL775

not attested not anchored not stored refs pending

Exploring the Generalization Capabilities of AID-based Bi-level Optimization

Congliang Chen, Li Shen, Peilin Zhao, Wei Liu, Zhiqiang Xu, Zhi-Quan Luo

arxiv:2411.16081 v1 · 2024-11-25 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YO234LLMMCCXJUG2ZJF45VL775}

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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.

Cited by

1 paper in Pith

On the Stability and Generalization of First-order Bilevel Minimax Optimization

Receipt and verification

First computed	2026-07-05T09:40:03.638385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3b5be2d6c608574d0daca4bced57fff44f53f1091331e2bc39cc7bfbc332fe5

Aliases

arxiv: 2411.16081 · arxiv_version: 2411.16081v1 · doi: 10.48550/arxiv.2411.16081 · pith_short_12: YO234LLMMCCX · pith_short_16: YO234LLMMCCXJUG2 · pith_short_8: YO234LLM

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/YO234LLMMCCXJUG2ZJF45VL775 \
  | 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: c3b5be2d6c608574d0daca4bced57fff44f53f1091331e2bc39cc7bfbc332fe5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1184520e43cfd2a746abb38435cfe88737540dbefe35a34bc61663a2617443eb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-25T04:22:17Z",
    "title_canon_sha256": "3f37db8aedb1c6f7f7a5aa24a5bbdea7c88c8c630ae6ce6f9108247a3d3a5269"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16081",
    "kind": "arxiv",
    "version": 1
  }
}