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Pith Number

pith:X3R5VFAU

pith:2024:X3R5VFAUEJF2SEX5R4MOBAJXKH
not attested not anchored not stored refs pending

AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based Policies

Bo Liu, Qiang Liu, Xingchao Liu, Xixi Hu

arxiv:2402.04292 v2 · 2024-02-06 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{X3R5VFAUEJF2SEX5R4MOBAJXKH}

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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.

Cited by

4 papers in Pith

Receipt and verification
First computed 2026-07-05T09:39:05.278944Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bee3da9414224ba912fd8f18e0813751eba16f963bbc63ff37129bcaff75381a

Aliases

arxiv: 2402.04292 · arxiv_version: 2402.04292v2 · doi: 10.48550/arxiv.2402.04292 · pith_short_12: X3R5VFAUEJF2 · pith_short_16: X3R5VFAUEJF2SEX5 · pith_short_8: X3R5VFAU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/X3R5VFAUEJF2SEX5R4MOBAJXKH \
  | 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: bee3da9414224ba912fd8f18e0813751eba16f963bbc63ff37129bcaff75381a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0422da0c5f258dce4da9c4b955b59de5f49d76a92e6d986b02e72ed74c62f0fe",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T10:15:38Z",
    "title_canon_sha256": "67b8804160e0833e3dc7854bd364b9ced4ceb159658586b19b6869ddb1f20e7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04292",
    "kind": "arxiv",
    "version": 2
  }
}