Pith Number

pith:BF6N6YRR

pith:2025:BF6N6YRRSTRRZQKU6BARCV3DMA

not attested not anchored not stored refs pending

The Principles of Diffusion Models

Chieh-Hsin Lai, Dongjun Kim, Stefano Ermon, Yang Song, Yuki Mitsufuji

arxiv:2510.21890 v1 · 2025-10-24 · cs.LG · cs.AI · cs.GR

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

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

17 papers in Pith

Generative AI Meets 6G and Beyond: Diffusion Models for Semantic Communications

From Navigation to Refinement: Revealing the Two-Stage Nature of Flow-based Diffusion Models through Oracle Velocity

On The Hidden Biases of Flow Matching Samplers

Is Flow Matching Just Trajectory Replay for Sequential Data?

Learning Sampled-data Control for Swarms via MeanFlow

Receipt and verification

First computed	2026-05-17T23:51:27.729192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

097cdf623194e31cc154f041115763601e0fb8fa4070d39c23ceb77df52d9d0a

Aliases

arxiv: 2510.21890 · arxiv_version: 2510.21890v1 · doi: 10.48550/arxiv.2510.21890 · pith_short_12: BF6N6YRRSTRR · pith_short_16: BF6N6YRRSTRRZQKU · pith_short_8: BF6N6YRR

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/BF6N6YRRSTRRZQKU6BARCV3DMA \
  | 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: 097cdf623194e31cc154f041115763601e0fb8fa4070d39c23ceb77df52d9d0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4405b3107e4c7af95828b6de08e1010f5894fc8872e257181a29d99642330a73",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-24T02:29:02Z",
    "title_canon_sha256": "cc05fe4a03541550895d8f1a521ed366aabd766a4816697ca434fe5340a4ec04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.21890",
    "kind": "arxiv",
    "version": 1
  }
}