Pith Number

pith:B25AGD5L

pith:2023:B25AGD5LUOVMNWAOMA7XV7LEOC

not attested not anchored not stored refs pending

On the Importance of Noise Scheduling for Diffusion Models

Ting Chen

arxiv:2301.10972 v4 · 2023-01-26 · cs.CV · cs.GR · cs.LG · cs.MM

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\usepackage{pith}
\pithnumber{B25AGD5LUOVMNWAOMA7XV7LEOC}

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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

16 papers in Pith

Steering Optimisation Trajectories in Diffusion Representation Learning

WavTTS: Towards High-Quality Zero-Shot TTS via Direct Raw Waveform Modeling

Everything at Every Scale: Scale-Invariant Diffusion with Continuous Super-Resolution

Class-frequency Guided Noise Schedule for Diffusion Models

Beyond the Frame: Generating 360 Panoramic Videos from Perspective Videos

Receipt and verification

First computed	2026-07-05T06:11:59.654801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0eba030faba3aac6d80e603f7afd6470b5cf17118f6675a4ab94a58b3db7ea1f

Aliases

arxiv: 2301.10972 · arxiv_version: 2301.10972v4 · doi: 10.48550/arxiv.2301.10972 · pith_short_12: B25AGD5LUOVM · pith_short_16: B25AGD5LUOVMNWAO · pith_short_8: B25AGD5L

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/B25AGD5LUOVMNWAOMA7XV7LEOC \
  | 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: 0eba030faba3aac6d80e603f7afd6470b5cf17118f6675a4ab94a58b3db7ea1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b4e0bf789bf6ab95bea04699f7b9223bda94ac6d5e58dacf074a92be62cedea",
    "cross_cats_sorted": [
      "cs.GR",
      "cs.LG",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-01-26T07:37:22Z",
    "title_canon_sha256": "4f98513faf3948e476b35ee182df0016d5d23ee7d816ff72052e8db9d1cca5ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.10972",
    "kind": "arxiv",
    "version": 4
  }
}