Pith Number

pith:A566YEM7

pith:2021:A566YEM7N4XQTH53JZN6RNNIFY

not attested not anchored not stored refs pending

Augmenting High-dimensional Nonlinear Optimization with Conditional GANs

Michael D. Lepech, Pouya Rezazadeh Kalehbasti, Samarpreet Singh Pandher

arxiv:2103.04748 v2 · 2021-02-20 · cs.NE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A566YEM7N4XQTH53JZN6RNNIFY}

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.

Receipt and verification

First computed	2026-07-05T02:37:11.059200Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

077dec119f6f2f099fbb4e5be8b5a82e0b5f286015ab81844382ba5224f8db1a

Aliases

arxiv: 2103.04748 · arxiv_version: 2103.04748v2 · doi: 10.48550/arxiv.2103.04748 · pith_short_12: A566YEM7N4XQ · pith_short_16: A566YEM7N4XQTH53 · pith_short_8: A566YEM7

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/A566YEM7N4XQTH53JZN6RNNIFY \
  | 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: 077dec119f6f2f099fbb4e5be8b5a82e0b5f286015ab81844382ba5224f8db1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "682b122b3b88f2bc6f0d54b0bba75749f2e2a8f171c8a719de195fb28ca81de1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2021-02-20T18:07:33Z",
    "title_canon_sha256": "582b46b4d6f56f398849c5c1b478ead32904fe01b933f9de3a0ca5840b2e6819"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.04748",
    "kind": "arxiv",
    "version": 2
  }
}