Pith Number

pith:O7BCW72Y

pith:2020:O7BCW72YEN5GIE4VWBDS3UPSSW

not attested not anchored not stored refs pending

On Computation and Generalization of Generative Adversarial Imitation Learning

Minshuo Chen, Tianyi Liu, Tuo Zhao, Xingguo Li, Yizhou Wang, Zhaoran Wang, Zhuoran Yang

arxiv:2001.02792 v2 · 2020-01-09 · 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{O7BCW72YEN5GIE4VWBDS3UPSSW}

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	2026-07-05T00:32:54.308773Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77c22b7f58237a641395b0472dd1f295b58c7505de43262a2492a751776ee8ea

Aliases

arxiv: 2001.02792 · arxiv_version: 2001.02792v2 · doi: 10.48550/arxiv.2001.02792 · pith_short_12: O7BCW72YEN5G · pith_short_16: O7BCW72YEN5GIE4V · pith_short_8: O7BCW72Y

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/O7BCW72YEN5GIE4VWBDS3UPSSW \
  | 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: 77c22b7f58237a641395b0472dd1f295b58c7505de43262a2492a751776ee8ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42fdf5aeb84c9a72edb465bec654f3bc82447ab056e461c3ef3b878f469f9e61",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-09T00:40:19Z",
    "title_canon_sha256": "3c91cd12beb863b7592cfce369dd06140d4a6b4805c21cb2fc533296d3ddc807"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.02792",
    "kind": "arxiv",
    "version": 2
  }
}