Pith Number

pith:M6FZUO6L

pith:2023:M6FZUO6LHANP2VISEFX4G7RIEP

not attested not anchored not stored refs pending

Interpreting and Improving Diffusion Models from an Optimization Perspective

Chenyang Yuan, Frank Permenter

arxiv:2306.04848 v4 · 2023-06-08 · cs.LG · cs.CV · math.OC · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M6FZUO6LHANP2VISEFX4G7RIEP}

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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

Diffusion Policy Policy Optimization

Receipt and verification

First computed	2026-07-05T08:26:11.951605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

678b9a3bcb381afd5512216fc37e2823fc4b217c90f8e9d9b6c1d27b2dacc849

Aliases

arxiv: 2306.04848 · arxiv_version: 2306.04848v4 · doi: 10.48550/arxiv.2306.04848 · pith_short_12: M6FZUO6LHANP · pith_short_16: M6FZUO6LHANP2VIS · pith_short_8: M6FZUO6L

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/M6FZUO6LHANP2VISEFX4G7RIEP \
  | 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: 678b9a3bcb381afd5512216fc37e2823fc4b217c90f8e9d9b6c1d27b2dacc849

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc63358cd95bb5884d32caa5c0daf3787ac3858055998d376852b3259e93e5fd",
    "cross_cats_sorted": [
      "cs.CV",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-08T00:56:33Z",
    "title_canon_sha256": "866d8ed9d5c1cfc199e23ab9365a7502592dd7960057539a93442943d5dd6593"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04848",
    "kind": "arxiv",
    "version": 4
  }
}