Pith Number

pith:IYQBYXI2

pith:2021:IYQBYXI2G5NHUHJISUDEE3FL2M

not attested not anchored not stored refs pending

DC3: A learning method for optimization with hard constraints

David Rolnick, J. Zico Kolter, Priya L. Donti

arxiv:2104.12225 v1 · 2021-04-25 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IYQBYXI2G5NHUHJISUDEE3FL2M}

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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

8 papers in Pith

Embedding Linear Equality Constraints in Probabilistic Neural Networks for Dynamic Modelling

Fusing Backdoors, Machine Learning, and Optimization for Large-Scale Parametric Mixed-Integer Programs

Physics-Informed Graph Learning Acceleration for Large-Scale AC-OPF with Topology Changes

Trust-Calibrated Certified Repair for Physics-Constrained Decisions under Localized Model Misspecification

RAYEN: Imposition of Hard Convex Constraints on Neural Networks

Receipt and verification

First computed	2026-07-05T02:34:54.618802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46201c5d1a375a7a1d289506426cabd333814ba3928c2345cb9902a3e73653a7

Aliases

arxiv: 2104.12225 · arxiv_version: 2104.12225v1 · doi: 10.48550/arxiv.2104.12225 · pith_short_12: IYQBYXI2G5NH · pith_short_16: IYQBYXI2G5NHUHJI · pith_short_8: IYQBYXI2

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/IYQBYXI2G5NHUHJISUDEE3FL2M \
  | 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: 46201c5d1a375a7a1d289506426cabd333814ba3928c2345cb9902a3e73653a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02c7760975b11fe8b4a2927fda4514b16696c104f9e398a03d082c5392ab7234",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-25T18:21:59Z",
    "title_canon_sha256": "0c15ce3491daffbff19d770e901ac7173a613ac14d4a7ccf36fd068bdf022e8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.12225",
    "kind": "arxiv",
    "version": 1
  }
}