Pith Number

pith:4H5OFESR

pith:2020:4H5OFESRQKCXHKN76YGXK26WFI

not attested not anchored not stored refs pending

Augmenting GAIL with BC for sample efficient imitation learning

Changliu Liu, Katia Sycara, Rohit Jena

arxiv:2001.07798 v4 · 2020-01-21 · 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{4H5OFESRQKCXHKN76YGXK26WFI}

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

1 paper in Pith

Creating Hierarchical Dispositions of Needs in an Agent

Receipt and verification

First computed	2026-07-05T01:50:17.054039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1fae29251828573a9bff60d756bd62a281da58c7dc72c4a3f24b760cd33c504

Aliases

arxiv: 2001.07798 · arxiv_version: 2001.07798v4 · doi: 10.48550/arxiv.2001.07798 · pith_short_12: 4H5OFESRQKCX · pith_short_16: 4H5OFESRQKCXHKN7 · pith_short_8: 4H5OFESR

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/4H5OFESRQKCXHKN76YGXK26WFI \
  | 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: e1fae29251828573a9bff60d756bd62a281da58c7dc72c4a3f24b760cd33c504

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da229367a4f916bfb8b7e7ebaa9dcf2989ad123e46a655e1df3505b4ba9fb041",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-21T22:28:50Z",
    "title_canon_sha256": "8c05223298de86e829f6c821207ab0ebee61f06595db92632983ed55bbb77191"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.07798",
    "kind": "arxiv",
    "version": 4
  }
}