Pith Number

pith:NVQ64Y2T

pith:2023:NVQ64Y2TMSWAKKL6FOEHVVWZ4N

not attested not anchored not stored refs pending

Delta-AI: Local objectives for amortized inference in sparse graphical models

Chen Sun, Dinghuai Zhang, Dragos Secrieru, Guillaume Lajoie, Hae Beom Lee, Jean-Pierre Falet, Nikolay Malkin, Thomas Jiralerspong, Yoshua Bengio

arxiv:2310.02423 v2 · 2023-10-03 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{NVQ64Y2TMSWAKKL6FOEHVVWZ4N}

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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

1 paper in Pith

Path-dependent Discrete Amortized Inference

Receipt and verification

First computed	2026-07-05T07:55:45.194455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d61ee635364ac05297e2b887ad6d9e35c7b8d5a5113cb87b082fd047ecfdfa5

Aliases

arxiv: 2310.02423 · arxiv_version: 2310.02423v2 · doi: 10.48550/arxiv.2310.02423 · pith_short_12: NVQ64Y2TMSWA · pith_short_16: NVQ64Y2TMSWAKKL6 · pith_short_8: NVQ64Y2T

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/NVQ64Y2TMSWAKKL6FOEHVVWZ4N \
  | 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: 6d61ee635364ac05297e2b887ad6d9e35c7b8d5a5113cb87b082fd047ecfdfa5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ad1f0336061e911e89dfc1025fa250af10ec9a5061fa33bea216d7a89379581",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-03T20:37:03Z",
    "title_canon_sha256": "d7310098e5333f6948e2fb95f01ae0dbab4c293fa94cd904bf21ec50255e334f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02423",
    "kind": "arxiv",
    "version": 2
  }
}