Pith Number

pith:NIK2DUOV

pith:2023:NIK2DUOVGJ3GIYD5OYL25ZLOJG

not attested not anchored not stored refs pending

Synthetic Shifts to Initial Seed Vector Exposes the Brittle Nature of Latent-Based Diffusion Models

Danilo Vasconcellos Vargas, Mao Po-Yuan, Shashank Kotyan, Tham Yik Foong

arxiv:2312.11473 v1 · 2023-11-24 · cs.CV · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NIK2DUOVGJ3GIYD5OYL25ZLOJG}

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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

3 papers in Pith

Boosting Text-to-Image Diffusion Models via Core Token Attention-Based Seed Selection

Reflective Flow Sampling Enhancement

$Z^2$-Sampling: Zero-Cost Zigzag Trajectories for Semantic Alignment in Diffusion Models

Receipt and verification

First computed	2026-07-05T07:25:49.981278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a15a1d1d5327664607d7617aee56e49a987d17660a44382d62c033fab862c28

Aliases

arxiv: 2312.11473 · arxiv_version: 2312.11473v1 · doi: 10.48550/arxiv.2312.11473 · pith_short_12: NIK2DUOVGJ3G · pith_short_16: NIK2DUOVGJ3GIYD5 · pith_short_8: NIK2DUOV

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/NIK2DUOVGJ3GIYD5OYL25ZLOJG \
  | 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: 6a15a1d1d5327664607d7617aee56e49a987d17660a44382d62c033fab862c28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f14a605b29fa547ff0e019dfc9c5db53fc80bbea765be43badcc7ce2b22e1ec9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-24T18:26:46Z",
    "title_canon_sha256": "9fa3661fd66869802feff8b345167812b14a371032a9832d00ebc0d6af75c7be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.11473",
    "kind": "arxiv",
    "version": 1
  }
}