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Pith Number

pith:TZFYSHAV

pith:2024:TZFYSHAVCSQV5ARWNDWG37XHVP
not attested not anchored not stored refs pending

Safe and Efficient Online Convex Optimization with Linear Budget Constraints and Partial Feedback

Shanqi Liu, Xin Liu

arxiv:2412.03983 v2 · 2024-12-05 · math.OC · cs.LG

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\usepackage{pith}
\pithnumber{TZFYSHAVCSQV5ARWNDWG37XHVP}

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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 2026-07-05T10:26:11.420290Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9e4b891c1514a15e823668ec6dfee7abcd6ace7ebbcfb464e87b6c6ba0a627ac

Aliases

arxiv: 2412.03983 · arxiv_version: 2412.03983v2 · doi: 10.48550/arxiv.2412.03983 · pith_short_12: TZFYSHAVCSQV · pith_short_16: TZFYSHAVCSQV5ARW · pith_short_8: TZFYSHAV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TZFYSHAVCSQV5ARWNDWG37XHVP \
  | 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: 9e4b891c1514a15e823668ec6dfee7abcd6ace7ebbcfb464e87b6c6ba0a627ac
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2fc3a24a92823cabfc309132c1da0540d4767e289f94b6a6b835cdc0b268fabe",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-12-05T08:58:41Z",
    "title_canon_sha256": "5cea86ac75983b4d712768320eee3ae0323ba0463b8b86669e88c0f5f7ebdef3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03983",
    "kind": "arxiv",
    "version": 2
  }
}