Pith. sign in
Pith Number

pith:5RG5WHVY

pith:2024:5RG5WHVY23DZYQSCZPY2UVEZRT
not attested not anchored not stored refs pending

Training Neural Samplers with Reverse Diffusive KL Divergence

David Barber, Jiajun He, Jos\'e Miguel Hern\'andez-Lobato, Mingtian Zhang, Wenlin Chen

arxiv:2410.12456 v2 · 2024-10-16 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5RG5WHVY23DZYQSCZPY2UVEZRT}

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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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T10:23:24.300212Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ec4ddb1eb8d6c79c4242cbf1aa54998cefa1e198f3831aced670c0531c8725bf

Aliases

arxiv: 2410.12456 · arxiv_version: 2410.12456v2 · doi: 10.48550/arxiv.2410.12456 · pith_short_12: 5RG5WHVY23DZ · pith_short_16: 5RG5WHVY23DZYQSC · pith_short_8: 5RG5WHVY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5RG5WHVY23DZYQSCZPY2UVEZRT \
  | 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: ec4ddb1eb8d6c79c4242cbf1aa54998cefa1e198f3831aced670c0531c8725bf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "29dad6087d05bea3cc71878268b57723d75c28a590a580d69c64469dcc946577",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-16T11:08:02Z",
    "title_canon_sha256": "a7a7c6f8305d64623dfabe2ca4a136e3db02bc2de73a183d6e184b083ebe07c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12456",
    "kind": "arxiv",
    "version": 2
  }
}