Pith Number

pith:5I4DWMCE

pith:2018:5I4DWMCEU64O2MJSDYMQ3TR7WI

not attested not anchored not stored refs pending

Sample-Efficient Imitation Learning via Generative Adversarial Nets

Alexandros Kalousis, Lionel Blond\'e

arxiv:1809.02064 v3 · 2018-09-06 · 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{5I4DWMCEU64O2MJSDYMQ3TR7WI}

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	2026-05-17T23:51:49.166726Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea383b3044a7b8ed31321e190dce3fb225a8f6bed0a4d594f05b720cd23b52c8

Aliases

arxiv: 1809.02064 · arxiv_version: 1809.02064v3 · doi: 10.48550/arxiv.1809.02064 · pith_short_12: 5I4DWMCEU64O · pith_short_16: 5I4DWMCEU64O2MJS · pith_short_8: 5I4DWMCE

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/5I4DWMCEU64O2MJSDYMQ3TR7WI \
  | 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: ea383b3044a7b8ed31321e190dce3fb225a8f6bed0a4d594f05b720cd23b52c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f20e73d7ecd78559992ee6065525e7b9baf5ab6ec485a4f48c00b22874d66438",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-06T15:55:16Z",
    "title_canon_sha256": "79a1e6d3243a8e7385c712eb762184adf4b82e7fdb87c9ce0a853c1b79d2cafb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.02064",
    "kind": "arxiv",
    "version": 3
  }
}