Pith Number

pith:EHNJZ4RJ

pith:2017:EHNJZ4RJENP4JXVPWF7ACUIEDR

not attested not anchored not stored refs pending

Imposing Hard Constraints on Deep Networks: Promises and Limitations

Mathieu Salzmann, Pablo M\'arquez-Neila, Pascal Fua

arxiv:1706.02025 v1 · 2017-06-07 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EHNJZ4RJENP4JXVPWF7ACUIEDR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

RAYEN: Imposition of Hard Convex Constraints on Neural Networks

A neurosymbolic Approach with Epistemic Deep Learning for Hierarchical Image Classification

SnareNet: Flexible Repair Layers for Neural Networks with Hard Constraints

NLPOpt-Net: A Learning Method for Nonlinear Optimization with Feasibility Guarantees

Receipt and verification

First computed	2026-05-18T00:42:50.442711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21da9cf229235fc4deafb17e0151041c5a1b7e3af953911c758f76596a04baa5

Aliases

arxiv: 1706.02025 · arxiv_version: 1706.02025v1 · doi: 10.48550/arxiv.1706.02025 · pith_short_12: EHNJZ4RJENP4 · pith_short_16: EHNJZ4RJENP4JXVP · pith_short_8: EHNJZ4RJ

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/EHNJZ4RJENP4JXVPWF7ACUIEDR \
  | 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: 21da9cf229235fc4deafb17e0151041c5a1b7e3af953911c758f76596a04baa5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f68e0d9baea8ed0193840dc26db0d3241b51e96c6c30192fed2e92a230df6c5c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2017-06-07T02:03:00Z",
    "title_canon_sha256": "dc7b9e6505ad811676eefe47f866f16a0e58831217a4b9fcea1ff1044f04ab6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.02025",
    "kind": "arxiv",
    "version": 1
  }
}