arXiv:2606.12340cs.CV2026-06

用神经网络模拟记忆衰退,呈现认知崩塌的诗意与恐怖。

Echoes of the Prior: A Computational Phenomenology of Forgetting

论文配图:Echoes of the Prior: A Computational Phenomenology of Forgetting
图 1 · 摘自论文原文
  • 在3D重建模型中人为诱导突触退化,模拟记忆消逝过程。
  • 模型退化后生成失真画面,直观展现世界认知的瓦解。
  • 适合对脑科学、艺术科技交叉研究感兴趣的读者。

记忆不仅是数据存储,更是现实的建构基础。当生物记忆衰退,世界不会变为一片漆黑,而是退化为无法辨识的混沌。《Echoes of the Prior》是一件交互式装置,试图可视化这种主观的遗忘现象。通过在前馈3D重建模型中引入可控的突触衰减,我们构建了大脑预测先验丧失的艺术类比。将神经网络视为认知代理——一块硅基大脑,其结构退化所引发的,是迷失方向、诗意而令人恐惧的认知崩塌体验。我们以此框架为催化剂,邀请更广泛的社区探索神经形态美学在呈现智能脆弱性方面的未开发潜力。交互演示见 https://decart-4d.github.io/。

原文摘要 · Abstract (English)

Memory is not merely the storage of data; it is the scaffolding of reality. When biological memory fades, the world does not simply turn black; it regresses into an unrecognizable chaos. Echoes of the Prior is an interactive installation that attempts to visualize this subjective phenomenology of forgetting. By inducing controlled synaptic decay within a Feed-Forward 3D Reconstruction model, we create an artistic analogy for the erosion of the brain's predictive priors. We position the Neural Network not as a tool for engineering, but as a cognitive proxy - a silicon brain whose structural degeneration evokes the disorienting, poetic, and terrifying experience of losing one's grip on the world. Ultimately, we offer this framework as a catalyst, inviting the wider community to explore the uncharted potential of neuromorphic aesthetics in visualizing the fragility of intelligence. Interactive demo see https://decart-4d.github.io/.

神经形态认知艺术视觉化

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