Pith Number

pith:K2NXAW2R

pith:2025:K2NXAW2RTDDX6CISTE4GCWNHDA

not attested not anchored not stored refs pending

Explainability-in-Action: Enabling Expressive Manipulation and Tacit Understanding by Bending Diffusion Models in ComfyUI

Ahmed M. Abuzuraiq, Philippe Pasquier

arxiv:2508.07183 v1 · 2025-08-10 · cs.HC · cs.AI · cs.LG · cs.MM

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K2NXAW2RTDDX6CISTE4GCWNHDA}

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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

4 papers in Pith

Real-Time AttentionBender: Granular Interactive Network Bending of Video Diffusion Transformers

How Creatives Approach GenAI Image Generation: Tensions Between Structured Guidance, Self-Experimentation, and Creative Autonomy

AttentionBender: Manipulating Cross-Attention in Video Diffusion Transformers as a Creative Probe

Receipt and verification

First computed	2026-07-05T11:51:42.087758Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

569b705b5198c77f091299386159a7183e2c1613dcd6330b10f9abf7ca414d0f

Aliases

arxiv: 2508.07183 · arxiv_version: 2508.07183v1 · doi: 10.48550/arxiv.2508.07183 · pith_short_12: K2NXAW2RTDDX · pith_short_16: K2NXAW2RTDDX6CIS · pith_short_8: K2NXAW2R

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/K2NXAW2RTDDX6CISTE4GCWNHDA \
  | 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: 569b705b5198c77f091299386159a7183e2c1613dcd6330b10f9abf7ca414d0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9461e58360d1bd0b834e99b02605c0e46d594ee96e2113be79fabb9d03cb913b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-08-10T05:19:30Z",
    "title_canon_sha256": "aef7322a81b4c5a642d59db65b7a8a713eb660629d43bb8ecf86b3ada795261c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.07183",
    "kind": "arxiv",
    "version": 1
  }
}