Pith Number

pith:MNPDSAGU

pith:2025:MNPDSAGUWGRQ2NTYYVD6FGUS57

not attested not anchored not stored refs pending

Low-dimensional adaptation of diffusion models: Convergence in total variation

Jiadong Liang, Yuxin Chen, Zhihan Huang

arxiv:2501.12982 v2 · 2025-01-22 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{MNPDSAGUWGRQ2NTYYVD6FGUS57}

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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

6 papers in Pith

Diffusion Models Adapt to Low-Dimensional Structure Under Flexible Coefficient Choices

On the Robustness of Distribution Support under Diffusion Guidance

On the Limits of Latent Reuse in Diffusion Models

Transformers Learn the Optimal DDPM Denoiser for Multi-Token GMMs

When Diffusion Model Can Ignore Dimension: An Entropy-Based Theory

Receipt and verification

First computed	2026-07-05T11:22:35.950648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

635e3900d4b1a30d3678c547e29a92efff1fc43451c6f0a2c91dcee7a937e9a8

Aliases

arxiv: 2501.12982 · arxiv_version: 2501.12982v2 · doi: 10.48550/arxiv.2501.12982 · pith_short_12: MNPDSAGUWGRQ · pith_short_16: MNPDSAGUWGRQ2NTY · pith_short_8: MNPDSAGU

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/MNPDSAGUWGRQ2NTYYVD6FGUS57 \
  | 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: 635e3900d4b1a30d3678c547e29a92efff1fc43451c6f0a2c91dcee7a937e9a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e85f63badf79aa2a1f55a3e89fcfc2b521446eb2030bc6631a38e5ada31e882c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-01-22T16:12:33Z",
    "title_canon_sha256": "d45c1e3e3151d0067174c7924dbfe182f7ad6c58a02bf10fab02d6aaf892c721"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12982",
    "kind": "arxiv",
    "version": 2
  }
}