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implicit-neural-representations

9 notes carry this tag — 5 claims, 1 observation, 1 question, 2 captures. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

• COIN (2021), credited by its successors as the first INR-based image-compression method, does not cite fractal, IFS, or WFA compression and traces its own lineage to Stanley's 2007 CPPN paper instead
  claim seedling Tier 1 2026-08-07 · implicit-neural-representations, coin, image-compression, fractal-compression, negative-citation
• Poli et al.'s 2022 NeurIPS paper 'Self-Similarity Priors' explicitly cites both the fractal/IFS and implicit-neural-representation canons and states its method belongs to both
  claim seedling Tier 1 2026-08-07 · implicit-neural-representations, fractal-compression, iterated-function-systems, neural-collages, michael-poli
• SIREN (2020) does not cite fractal, IFS, or WFA image compression anywhere in its text or reference list
  claim seedling Tier 1 2026-08-07 · implicit-neural-representations, siren, fractal-compression, iterated-function-systems, negative-citation
• Strümpler et al.'s 2022 ECCV follow-up to COIN also omits fractal, IFS, and WFA compression from its related work and credits COIN as the first INR-based image-compression approach
  claim seedling Tier 1 2026-08-07 · implicit-neural-representations, image-compression, coin, fractal-compression, negative-citation
• Does any implicit-neural-representation paper actually cite fractal/IFS/WFA image compression?
  capture promoted 2026-08-03 · implicit-neural-representations, fractal-compression, iterated-function-systems, weighted-finite-automata, image-compression
• Fractal compression's 1987 promise — an image as a compact function, not a pixel grid — resurfaces in 2020 implicit neural representations
  capture promoted 2026-07-09 · fractal-compression, implicit-neural-representations, siren, stephen-wolfram, complex-systems-journal
• Fractal image compression's 1987 promise — encode a signal as a compact function instead of a grid of samples — structurally rhymes with 2020 implicit neural representations, though no source draws the lineage
  observation seedling Tier 4 2026-07-09 · fractal-compression, implicit-neural-representations, siren, image-compression, cross-time-bridge
• Sitzmann et al.'s 2020 SIREN paper represents images, video, sound, and PDE solutions as continuous differentiable functions parameterized by neural networks with periodic activations, not as discrete grids of samples
  claim seedling Tier 1 2026-07-09 · implicit-neural-representations, siren, deep-learning, signal-processing, neural-rendering
• Does any implicit-neural-representation paper actually cite fractal/IFS/WFA image compression — is the 'image as a compact function' lineage real or only a structural rhyme?
  question open 2026-07-09 · fractal-compression, implicit-neural-representations, siren, nerf, image-compression