Pith Number

pith:ZEUXVTI5

pith:2016:ZEUXVTI5PEUL6OTBR4TEZQHPKP

not attested not anchored not stored refs pending

Connecting Generative Adversarial Networks and Actor-Critic Methods

David Pfau, Oriol Vinyals

arxiv:1610.01945 v3 · 2016-10-06 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZEUXVTI5PEUL6OTBR4TEZQHPKP}

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

3 papers in Pith

SGD at the Edge of Stability: Stochastic Stabilization with Large Learning Rates

On the Stability and Generalization of First-order Bilevel Minimax Optimization

Shuffling the Data, Stretching the Step-size: Sharper Bias in constant step-size SGD

Receipt and verification

First computed	2026-05-18T00:52:33.956133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9297acd1d7928bf3a618f264cc0ef53fe64aa69b4bed1da3a7dd340d148a1c2

Aliases

arxiv: 1610.01945 · arxiv_version: 1610.01945v3 · doi: 10.48550/arxiv.1610.01945 · pith_short_12: ZEUXVTI5PEUL · pith_short_16: ZEUXVTI5PEUL6OTB · pith_short_8: ZEUXVTI5

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/ZEUXVTI5PEUL6OTBR4TEZQHPKP \
  | 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: c9297acd1d7928bf3a618f264cc0ef53fe64aa69b4bed1da3a7dd340d148a1c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86480c754edda777bcca00201186b82dc8b996b47acead9c35d747617d0b51fa",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-10-06T17:00:54Z",
    "title_canon_sha256": "c6c1cf3bc9b6aa3998d2eac24d420331234305b848c0eb2af69ec84670b12250"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1610.01945",
    "kind": "arxiv",
    "version": 3
  }
}