Pith. sign in
Pith Number

pith:GYDBBR2W

pith:2023:GYDBBR2W3LQ4ZIQFRVNIDDJXKB
not attested not anchored not stored refs pending

Hierarchical Imitation Learning for Stochastic Environments

Brandyn White, Kyriacos Shiarlis, Maximilian Igl, Paul Mougin, Punit Shah, Shimon Whiteson, Sirish Srinivasan, Tarun Gupta

arxiv:2309.14003 v1 · 2023-09-25 · cs.LG · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GYDBBR2W3LQ4ZIQFRVNIDDJXKB}

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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.
Receipt and verification
First computed 2026-07-05T06:54:00.454750Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

360610c756dae1cca2058d5a818d375051c6864d718042942b669f99365fe75f

Aliases

arxiv: 2309.14003 · arxiv_version: 2309.14003v1 · doi: 10.48550/arxiv.2309.14003 · pith_short_12: GYDBBR2W3LQ4 · pith_short_16: GYDBBR2W3LQ4ZIQF · pith_short_8: GYDBBR2W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GYDBBR2W3LQ4ZIQFRVNIDDJXKB \
  | 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: 360610c756dae1cca2058d5a818d375051c6864d718042942b669f99365fe75f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "52a59bb344ec3de021210a4b99674997149ceb275dcc843181053dea588af3a4",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-25T10:10:34Z",
    "title_canon_sha256": "7fd9792dc0118b715e371751fd7fc26275fadcbb968a3f740690c33d449d5835"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14003",
    "kind": "arxiv",
    "version": 1
  }
}