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Pith Number

pith:B54VWAM6

pith:2026:B54VWAM6Z4CJR3WA442FQ33FLY
not attested not anchored not stored refs pending

A Single-Loop Bilevel Deep Learning Method for Optimal Control of Obstacle Problems

Jin Zhang, Lvgang Zhang, Shangzhi Zeng, Yongcun Song

arxiv:2601.04120 v2 · 2026-01-07 · math.OC · cs.LG

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\usepackage{pith}
\pithnumber{B54VWAM6Z4CJR3WA442FQ33FLY}

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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 2026-06-03T01:05:47.459505Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0f795b019ecf0498eec0e734586f655e0eb7a80932174552d2a6a1d90bb95da0

Aliases

arxiv: 2601.04120 · arxiv_version: 2601.04120v2 · doi: 10.48550/arxiv.2601.04120 · pith_short_12: B54VWAM6Z4CJ · pith_short_16: B54VWAM6Z4CJR3WA · pith_short_8: B54VWAM6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/B54VWAM6Z4CJR3WA442FQ33FLY \
  | 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: 0f795b019ecf0498eec0e734586f655e0eb7a80932174552d2a6a1d90bb95da0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1f3330102e25ef17b9e6b6a61e5d390117d8f328dfae3863b0d494a1dd594c9f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2026-01-07T17:30:42Z",
    "title_canon_sha256": "cc73f97e4e8d1f7849dcbe431b5fcd2de115f881b7bf075012323a34fb81c20a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.04120",
    "kind": "arxiv",
    "version": 2
  }
}