Pith Number

pith:RUNDNIGI

pith:2020:RUNDNIGID5GUEU4IUZCVEPJIVH

not attested not anchored not stored refs pending

Improved Techniques for Training Score-Based Generative Models

Stefano Ermon, Yang Song

arxiv:2006.09011 v2 · 2020-06-16 · cs.LG · cs.CV · stat.ML

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\usepackage{pith}
\pithnumber{RUNDNIGID5GUEU4IUZCVEPJIVH}

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Record completeness

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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

13 papers in Pith

Diffusion Models for Sampling Near Criticality in Lattice Field Theories

GenSBI: Generative Methods for Simulation-Based Inference in JAX

Denoising Diffusion Implicit Models

Exploring the flavor structure of leptons via diffusion models

Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed

Receipt and verification

First computed	2026-07-05T01:45:43.380256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d1a36a0c81f4d425388a645523d28a9def9ac4ad5f3aa0c4665d8c14cc426ff

Aliases

arxiv: 2006.09011 · arxiv_version: 2006.09011v2 · doi: 10.48550/arxiv.2006.09011 · pith_short_12: RUNDNIGID5GU · pith_short_16: RUNDNIGID5GUEU4I · pith_short_8: RUNDNIGI

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/RUNDNIGID5GUEU4IUZCVEPJIVH \
  | 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: 8d1a36a0c81f4d425388a645523d28a9def9ac4ad5f3aa0c4665d8c14cc426ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4f5c2cb8149b3bad9baacbc02888af881d953b43abb34d23a373fa509814528",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-16T09:17:17Z",
    "title_canon_sha256": "55fbd73b291bcd30e73289ff03bbf31c248bd2f3b1f6c89eead7f1a5964e5fcb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.09011",
    "kind": "arxiv",
    "version": 2
  }
}