Pith Number

pith:IME2GJEE

pith:2018:IME2GJEEYTOIG5WWDESKET6I74

not attested not anchored not stored refs pending

On the Convergence and Robustness of Training GANs with Regularized Optimal Transport

Jason D. Lee, Jimmy Ba, Maziar Sanjabi, Meisam Razaviyayn

arxiv:1802.08249 v2 · 2018-02-22 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{IME2GJEEYTOIG5WWDESKET6I74}

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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

1 paper in Pith

Adversarial Computation of Optimal Transport Maps

Receipt and verification

First computed	2026-05-18T00:15:28.038191Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4309a32484c4dc8376d61924a24fc8ff2c5ce20e44865d9587682288642591fb

Aliases

arxiv: 1802.08249 · arxiv_version: 1802.08249v2 · doi: 10.48550/arxiv.1802.08249 · pith_short_12: IME2GJEEYTOI · pith_short_16: IME2GJEEYTOIG5WW · pith_short_8: IME2GJEE

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/IME2GJEEYTOIG5WWDESKET6I74 \
  | 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: 4309a32484c4dc8376d61924a24fc8ff2c5ce20e44865d9587682288642591fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6eecb3419b346a60857f9f65086a7a58cf4fd44e846f3f8925a0817915ecea24",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-22T04:11:58Z",
    "title_canon_sha256": "e9fbe7e6c4b70dcac4d49d24a58de528bbb597915c2cd2c3d2f713248326ca57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.08249",
    "kind": "arxiv",
    "version": 2
  }
}