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Toward a mechanistic understanding of inference in visual cortex and diffusion models

As of 17 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 0 inbound Pith citation observations for arXiv:2607.15693.

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2607.15693 v1

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Outbound references

Observation cf2ebc38-919b-490a-8497-6a78eba5acd9 · outbound

This paper cites Contour integration by the human visual system: evidence for a local “association field.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Contour integration by the human visual system: evidence for a local “association field

Reference 1

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This paper cites Robust and interpretable blind image denoising via bias-free convolutional neural networks.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Robust and interpretable blind image denoising via bias-free convolutional neural networks

Reference 2

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This paper cites Synaptic physiology of horizontal connections in the cat’s visual cortex,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Synaptic physiology of horizontal connections in the cat’s visual cortex,

Reference 3

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This paper cites The functional organization of local circuits in visual cortex: insights from the study of tree shrew striate cortex,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models The functional organization of local circuits in visual cortex: insights from the study of tree shrew striate cortex,

Reference 4

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Learning horizontal connections in a sparse coding model of natural images,

Reference 5

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Hierarchical bayesian inference in the visual cortex,

Reference 6

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Neural variability and sampling-based proba- bilistic representations in the visual cortex,

Reference 7

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This paper cites Cortical-like dynamics in recurrent circuits optimized for sampling-based probabilistic inference,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Cortical-like dynamics in recurrent circuits optimized for sampling-based probabilistic inference,

Reference 8

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Trace inference, curvature consistency, and curve detection,

Reference 9

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Visual brain and visual perception: how does the cortex do perceptual grouping?,

Reference 10

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This paper cites A neural model of contour integration in the primary visual cortex,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models A neural model of contour integration in the primary visual cortex,

Reference 11

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Toward a mechanistic understanding of inference in visual cortex and diffusion models A detailed theory of thalamic and cortical microcircuits for predictive visual inference,

Reference 12

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Generative inference unifies feedback processing for learning and perception in natural and artificial vision,

Reference 13

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Toward a mechanistic understanding of inference in visual cortex and diffusion models A generative vision model that trains with high data efficiency and breaks text-based captchas,

Reference 14

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Emergence of simple-cell receptive field properties by learning a sparse code for natural images,

Reference 15

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Sparse coding with an overcomplete basis set: A strategy employed by V1?,

Reference 16

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Relations between the statistics of natural images and the response properties of cortical cells,

Reference 17

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Toward a mechanistic understanding of inference in visual cortex and diffusion models What is the goal of sensory coding?,

Reference 18

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Toward a mechanistic understanding of inference in visual cortex and diffusion models What natural scene statistics can tell us about cortical representation,

Reference 19

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Modeling the joint statistics of images in the wavelet domain,

Reference 20

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Toward a mechanistic understanding of inference in visual cortex and diffusion models A parametric texture model based on joint statistics of complex wavelet coefficients,

Reference 21

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Hyvärinen, J

Reference 22

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Toward a mechanistic understanding of inference in visual cortex and diffusion models The nonlinear statistics of high-contrast patches in natural images,

Reference 23

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Toward a mechanistic understanding of inference in visual cortex and diffusion models On the local behavior of spaces of natural images,

Reference 24

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Toward a mechanistic understanding of inference in visual cortex and diffusion models The sparse manifold transform,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Bag of Image Patch Embedding Behind the Success of Self-Supervised Learning

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Edge co-occurrence in natural images predicts contour grouping performance,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models On a common circle: natural scenes and gestalt rules,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models A fast iterative shrinkage-thresholding algorithm for linear inverse problems,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Emergence of phase-and shift-invariant features by decomposition of natural images into independent feature subspaces,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Natural signal statistics and sensory gain control,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Topographic independent component analysis,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Learning higher-order structures in natural images,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models A hierarchical bayesian model for learning nonlinear statistical regularities in nonstationary natural signals,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Learning image representations from the pixel level via hierar- chical sparse coding,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models A hierarchical statistical model of natural images explains tuning properties in v2,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Learning visual spatial pooling by strong pca dimension reduc- tion,

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Effect of top-down connections in hierarchical sparse coding,

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Observation 24412f30-de5d-4327-90b0-5ae32b1ab8b9 · outbound

This paper cites Subspace locally competi- tive algorithms,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Subspace locally competi- tive algorithms,

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Observation ef5d361d-20e7-44c6-b565-073ac65f8833 · outbound

This paper cites Group sparse coding with a laplacian scale mixture prior,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Group sparse coding with a laplacian scale mixture prior,

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Observation 21074715-ef19-41e4-9eff-7c836fccf614 · outbound

This paper cites Bilinear models of natural images,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Bilinear models of natural images,

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Observation 3dfa3589-3349-419e-a895-589034d2f167 · outbound

This paper cites Topographic product models applied to natural scene statistics,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Topographic product models applied to natural scene statistics,

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This paper cites Extracting and composing robust features with denoising autoencoders,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Extracting and composing robust features with denoising autoencoders,

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This paper cites Deep unsupervised learning using nonequilibrium thermodynamics,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Deep unsupervised learning using nonequilibrium thermodynamics,

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Observation c483674e-e2bb-49ed-9419-eb451056a606 · outbound

This paper cites Neural empirical bayes,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Neural empirical bayes,

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Observation 835aa50e-84a9-415e-95f0-283a617d6e30 · outbound

This paper cites Denoising diffusion probabilistic models,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Denoising diffusion probabilistic models,

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Observation 34dbab8e-1d7d-4265-a217-3d0000a7ca46 · outbound

This paper cites Score-based generative modeling through stochastic differential equations,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Score-based generative modeling through stochastic differential equations,

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Observation 26071ca3-9e83-44b8-974b-a4882c45c50a · outbound

This paper cites Generalization in diffusion models arises from geometry-adaptive harmonic representations.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Generalization in diffusion models arises from geometry-adaptive harmonic representations

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Observation 53a221c2-71ce-4987-a852-4d8da12d1146 · outbound

This paper cites An analytic theory of creativity in convolutional diffusion models.

Toward a mechanistic understanding of inference in visual cortex and diffusion models An analytic theory of creativity in convolutional diffusion models

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Observation d4968fa1-aa89-46f4-86e3-0806f3bdb2f6 · outbound

This paper cites Towards a Mechanistic Explanation of Diffusion Model Generalization.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Towards a Mechanistic Explanation of Diffusion Model Generalization

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This paper cites Do Diffusion Models Learn Semantically Meaningful and Efficient Representations?.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Do Diffusion Models Learn Semantically Meaningful and Efficient Representations?

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Observation 047a712d-b183-4034-8e87-1934e9303979 · outbound

This paper cites A fast iterative shrinkage-thresholding algorithm for linear inverse problems,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models A fast iterative shrinkage-thresholding algorithm for linear inverse problems,

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Observation 7a7a9055-dd11-48a1-bfc7-a580798c064a · outbound

This paper cites an unresolved cited work.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Unresolved cited work

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Observation cd6f740e-10ea-41d4-9f97-18daca2d333c · outbound

This paper cites Generalization of back propagation to recurrent and higher order neural networks,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Generalization of back propagation to recurrent and higher order neural networks,

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Observation 52bc6c0b-cddb-49f2-b9cc-4f92a9d18e77 · outbound

This paper cites A learning rule for asynchronous perceptrons with feedback in a combinatorial environment,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models A learning rule for asynchronous perceptrons with feedback in a combinatorial environment,

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Observation 5b36498b-80d3-4e7c-b4e4-4ef0427bc89d · outbound

This paper cites Deep equilibrium models,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Deep equilibrium models,

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Observation 782664fa-c011-4982-b781-994b6dbeb06c · outbound

This paper cites On training implicit models,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models On training implicit models,

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Observation bf101178-6351-4165-b665-cd0751d8f669 · outbound

This paper cites Implicit deep learning,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Implicit deep learning,

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Observation 5cfa05f0-b4af-49b0-b8aa-5f889347ea67 · outbound

This paper cites Fixed point diffusion models,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Fixed point diffusion models,

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Observation da4cf785-af7b-4ef8-8f3e-b7986713e306 · outbound

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Hierarchical Reasoning Model

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Observation a7d5fb19-2771-43a3-9d3a-4de9278d8d3f · outbound

This paper cites Jfb: Jacobian-free backpropagation for implicit networks,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Jfb: Jacobian-free backpropagation for implicit networks,

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Observation bf21ebf3-0147-4ed0-b28c-9358ae1d9454 · outbound

This paper cites Independent component filters of natural images compared with simple cells in primary visual cortex,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Independent component filters of natural images compared with simple cells in primary visual cortex,

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Observation 8b9bd2a4-5bf6-4967-a790-070a95d14f77 · outbound

This paper cites Single-neuron perturbations reveal feature-specific competition in v1,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Single-neuron perturbations reveal feature-specific competition in v1,

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Observation 7fd1d557-7469-497c-9676-b610c42b1dd2 · outbound

This paper cites Circuits and mechanisms for surround modulation in visual cortex,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Circuits and mechanisms for surround modulation in visual cortex,

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Observation bbfd1149-9910-4487-812a-9b5275af8526 · outbound

This paper cites U-Net: Convolutional Networks for Biomedical Image Segmentation.

Toward a mechanistic understanding of inference in visual cortex and diffusion models U-Net: Convolutional Networks for Biomedical Image Segmentation

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Observation 8a437df3-ebe5-42e5-90d0-9464ed29be6e · outbound

This paper cites Deep learning,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Deep learning,

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Observation 8b1c8c19-f840-4398-8ef1-a973648d897e · outbound

This paper cites Deep residual learning for image recognition,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Deep residual learning for image recognition,

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This paper cites Visualizing and understanding convolutional networks,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Visualizing and understanding convolutional networks,

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Observation e2f7d84a-4ea3-4be9-94d4-4e9b18cbf7b8 · outbound

This paper cites Deconvolutional networks,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Deconvolutional networks,

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Observation ff0f41df-c0ac-411d-a5c2-2d71d65afa75 · outbound

This paper cites Residual Connections Encourage Iterative Inference.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Residual Connections Encourage Iterative Inference

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Observation 25548c39-4b8f-4433-94db-94b02490af16 · outbound

This paper cites A Simple Early Exiting Framework for Accelerated Sampling in Diffusion Models.

Toward a mechanistic understanding of inference in visual cortex and diffusion models A Simple Early Exiting Framework for Accelerated Sampling in Diffusion Models

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Observation 89022ed4-e9ba-49e6-a561-9fb682f45db9 · outbound

This paper cites Odet (odel): Shortcutting the time and the length in diffusion and flow models for faster sampling,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Odet (odel): Shortcutting the time and the length in diffusion and flow models for faster sampling,

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Observation ac025ddc-127c-4466-8f33-0ed9c9ecbd6f · outbound

This paper cites Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small

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Observation d595df3c-38eb-4e3b-ad42-3fed8fd1c208 · outbound

This paper cites & batson, j.(2025). on the biology of a large language model,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models & batson, j.(2025). on the biology of a large language model,

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Observation 0c951654-242f-4514-b62b-29afd494fa09 · outbound

This paper cites Minimalistic unsupervised representation learning with the sparse manifold transform,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Minimalistic unsupervised representation learning with the sparse manifold transform,

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Observation 5bbcdb67-2d32-44f9-9cf7-daa70b377a97 · outbound

This paper cites Nonlinear dimensionality reduction by locally linear embedding,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Nonlinear dimensionality reduction by locally linear embedding,

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Observation 9f8f8147-a49b-4622-b882-73d328bf602c · outbound

This paper cites A global geometric framework for nonlinear dimensionality reduction,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models A global geometric framework for nonlinear dimensionality reduction,

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Observation 8be96fd8-f16b-4a58-bb11-e68398947416 · outbound

This paper cites Diffusion Model's Generalization Can Be Characterized by Inductive Biases toward a Data-Dependent Ridge Manifold.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Diffusion Model's Generalization Can Be Characterized by Inductive Biases toward a Data-Dependent Ridge Manifold

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Observation 75266a30-9b2f-400a-a2a7-2b5f8f1c152d · outbound

This paper cites What does the retina know about natural scenes?,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models What does the retina know about natural scenes?,

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Observation 321c14e5-1e53-48e3-b5f0-c4a28a7d4733 · outbound

This paper cites Efficient coding of natural images with a population of noisy linear-nonlinear neurons,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Efficient coding of natural images with a population of noisy linear-nonlinear neurons,

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This paper cites Elucidating the design space of diffusion-based generative models,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Elucidating the design space of diffusion-based generative models,

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This paper cites A fast proximal method for convolutional sparse coding,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models A fast proximal method for convolutional sparse coding,

Reference 82

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This paper cites Diffusion models beat gans on image synthesis,.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Diffusion models beat gans on image synthesis,

Reference 83

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Unresolved cited work

Reference 84

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This paper cites The outer Σ clamps this expansion, isolating local geometric cross-talk by ensuring perturbations only spread to activated neurons.

Toward a mechanistic understanding of inference in visual cortex and diffusion models The outer Σ clamps this expansion, isolating local geometric cross-talk by ensuring perturbations only spread to activated neurons

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Observation ae714072-9b31-4f75-966b-ef8edab6a18f · outbound

This paper cites Just as raising an adjacency matrix to the k-th power computes k-hop context-aware spread of activity defined by lateral connection.

Toward a mechanistic understanding of inference in visual cortex and diffusion models Just as raising an adjacency matrix to the k-th power computes k-hop context-aware spread of activity defined by lateral connection

Reference 86

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Unresolved cited work

Reference 87

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Unresolved cited work

Reference 88

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Unresolved cited work

Reference 89

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Toward a mechanistic understanding of inference in visual cortex and diffusion models Unresolved cited work

Reference 90

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