pith. sign in
Pith Number

pith:GXJP3PKH

pith:2019:GXJP3PKH5HMMG5ULV3SOMMUBRW
not attested not anchored not stored refs pending

Learning a Multi-Modal Policy via Imitating Demonstrations with Mixed Behaviors

Fang-I Hsiao, Jui-Hsuan Kuo, Min Sun

arxiv:1903.10304 v1 · 2019-03-25 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GXJP3PKH5HMMG5ULV3SOMMUBRW}

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 2026-05-17T23:50:29.937587Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

35d2fdbd47e9d8c3768baee4e632818d8a611f045305f068be428cb8b4527a89

Aliases

arxiv: 1903.10304 · arxiv_version: 1903.10304v1 · doi: 10.48550/arxiv.1903.10304 · pith_short_12: GXJP3PKH5HMM · pith_short_16: GXJP3PKH5HMMG5UL · pith_short_8: GXJP3PKH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GXJP3PKH5HMMG5ULV3SOMMUBRW \
  | 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: 35d2fdbd47e9d8c3768baee4e632818d8a611f045305f068be428cb8b4527a89
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "91a1f4d85d5f52324fcdc63e8b08e6f457ddaef798df54994b8ec398eb90564d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-25T13:28:26Z",
    "title_canon_sha256": "3bf26be4aa21ecbbbc34c04557d8fe4c06e678abcef56b5488d3e9f5cbd374ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.10304",
    "kind": "arxiv",
    "version": 1
  }
}