Pith Number

pith:DQWEP5F5

pith:2024:DQWEP5F5TEQZN2EZHRMGCB4YQT

not attested not anchored not stored refs pending

DITTO: Diffusion Inference-Time T-Optimization for Music Generation

Julian McAuley, Nicholas J. Bryan, Taylor Berg-Kirkpatrick, Zachary Novack

arxiv:2401.12179 v2 · 2024-01-22 · cs.SD · cs.AI · cs.LG · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DQWEP5F5TEQZN2EZHRMGCB4YQT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Latent Fourier Transform

LENS: Low-Frequency Eigen Noise Shaping for Efficient Diffusion Sampling

Receipt and verification

First computed	2026-07-05T08:26:18.064535Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c2c47f4bd992196e8993c5861079884e588a0af632633e510b48d6565fa0e63

Aliases

arxiv: 2401.12179 · arxiv_version: 2401.12179v2 · doi: 10.48550/arxiv.2401.12179 · pith_short_12: DQWEP5F5TEQZ · pith_short_16: DQWEP5F5TEQZN2EZ · pith_short_8: DQWEP5F5

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/DQWEP5F5TEQZN2EZHRMGCB4YQT \
  | 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: 1c2c47f4bd992196e8993c5861079884e588a0af632633e510b48d6565fa0e63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "468492482dfe96db6d6f59347f9ce3563a0e0a149b09cdb2d6868125098bd4b8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2024-01-22T18:10:10Z",
    "title_canon_sha256": "0a1c3c165b999b2bc6b5e867929444f7bc21b6352dc56852cb067460091df6e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.12179",
    "kind": "arxiv",
    "version": 2
  }
}