When Do Neural Networks Learn World Models? | Paper Citation Record

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This paper cites write newline.

When Do Neural Networks Learn World Models? write newline

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This paper cites Generalization on the unseen, logic reasoning and degree curriculum.

When Do Neural Networks Learn World Models? Generalization on the unseen, logic reasoning and degree curriculum

Reference 2

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This paper cites Interventional causal representation learning.

When Do Neural Networks Learn World Models? Interventional causal representation learning

Reference 3

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When Do Neural Networks Learn World Models? and Li, Y

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When Do Neural Networks Learn World Models? V., Pillaud-Vivien, L., and Flammarion, N

Reference 5

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This paper cites Exploring length generalization in large language models.

When Do Neural Networks Learn World Models? Exploring length generalization in large language models

Reference 6

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This paper cites Invariant Risk Minimization.

When Do Neural Networks Learn World Models? Invariant Risk Minimization

Reference 7

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This paper cites A theoretical analysis of contrastive unsupervised representation learning.

When Do Neural Networks Learn World Models? A theoretical analysis of contrastive unsupervised representation learning

Reference 8

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When Do Neural Networks Learn World Models? Unresolved cited work

Reference 9

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When Do Neural Networks Learn World Models? L., Foster, D

Reference 10

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When Do Neural Networks Learn World Models? L., Long, P

Reference 11

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This paper cites M., Gebru, T., McMillan-Major, A., and Shmitchell, S.

When Do Neural Networks Learn World Models? M., Gebru, T., McMillan-Major, A., and Shmitchell, S

Reference 12

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This paper cites Representation learning: A review and new perspectives.

When Do Neural Networks Learn World Models? Representation learning: A review and new perspectives

Reference 13

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When Do Neural Networks Learn World Models? fail to learn ``b is a

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This paper cites Simplicity Bias in Transformers and their Ability to Learn Sparse Boolean Functions.

When Do Neural Networks Learn World Models? Simplicity Bias in Transformers and their Ability to Learn Sparse Boolean Functions

Reference 15

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This paper cites Towards monosemanticity: Decomposing language models with dictionary learning.

When Do Neural Networks Learn World Models? Towards monosemanticity: Decomposing language models with dictionary learning

Reference 16

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This paper cites Video generation models as world simulators, 2024.

When Do Neural Networks Learn World Models? Video generation models as world simulators, 2024

Reference 17

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When Do Neural Networks Learn World Models? Unresolved cited work

Reference 18

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When Do Neural Networks Learn World Models? and Sudijono, T

Reference 19

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This paper cites Implicit bias of gradient descent for wide two-layer neural networks trained with the logistic loss.

When Do Neural Networks Learn World Models? Implicit bias of gradient descent for wide two-layer neural networks trained with the logistic loss

Reference 20

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When Do Neural Networks Learn World Models? Unresolved cited work

Reference 21

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This paper cites Q., and Louis, A.

When Do Neural Networks Learn World Models? Q., and Louis, A

Reference 22

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This paper cites An introduction to latent variable models.

When Do Neural Networks Learn World Models? An introduction to latent variable models

Reference 23

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When Do Neural Networks Learn World Models? J., Nagai, Y., Taniguchi, T., Gomi, H., and Tenenbaum, J

Reference 24

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When Do Neural Networks Learn World Models? On the approximate realization of continuous mappings by neural networks

Reference 25

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When Do Neural Networks Learn World Models? A., and Brendel, W

Reference 26

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This paper cites A Survey of Quantization Methods for Efficient Neural Network Inference.

When Do Neural Networks Learn World Models? A Survey of Quantization Methods for Efficient Neural Network Inference

Reference 27

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When Do Neural Networks Learn World Models? Unresolved cited work

Reference 28

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This paper cites Inductive Biases for Deep Learning of Higher-Level Cognition.

When Do Neural Networks Learn World Models? Inductive Biases for Deep Learning of Higher-Level Cognition

Reference 29

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When Do Neural Networks Learn World Models? Characterizing implicit bias in terms of optimization geometry

Reference 30

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When Do Neural Networks Learn World Models? D., Soudry, D., and Srebro, N

Reference 31

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When Do Neural Networks Learn World Models? and Tegmark, M

Reference 32

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This paper cites World Models.

When Do Neural Networks Learn World Models? World Models

Reference 33

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When Do Neural Networks Learn World Models? Masked autoencoders are scalable vision learners

Reference 34

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When Do Neural Networks Learn World Models? An Overview of Catastrophic AI Risks

Reference 35

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When Do Neural Networks Learn World Models? Multilayer feedforward networks are universal approximators

Reference 36

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When Do Neural Networks Learn World Models? The low-rank simplicity bias in deep networks

Reference 37

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When Do Neural Networks Learn World Models? The Platonic representation hypothesis

Reference 38

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When Do Neural Networks Learn World Models? and Pajunen, P

Reference 39

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When Do Neural Networks Learn World Models? Unresolved cited work

Reference 40

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When Do Neural Networks Learn World Models? Neural tangent kernel: Convergence and generalization in neural networks

Reference 41

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When Do Neural Networks Learn World Models? Low -resource

Reference 42

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When Do Neural Networks Learn World Models? and Rinard, M

Reference 43

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When Do Neural Networks Learn World Models? SGD on neural networks learns functions of increasing complexity

Reference 44

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This paper cites How far is video generation from world model: A physical law perspective.

When Do Neural Networks Learn World Models? How far is video generation from world model: A physical law perspective

Reference 45

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When Do Neural Networks Learn World Models? P., Monti, R

Reference 46

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When Do Neural Networks Learn World Models? A path towards autonomous machine intelligence version 0.9

Reference 47

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When Do Neural Networks Learn World Models? D., Lei, Q., Saunshi, N., and Zhuo, J

Reference 48

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When Do Neural Networks Learn World Models? Implicit Representations of Meaning in Neural Language Models

Reference 49

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When Do Neural Networks Learn World Models? K., and Bau, D

Reference 50

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This paper cites An introduction to Kolmogorov complexity and its applications, volume 3.

When Do Neural Networks Learn World Models? An introduction to Kolmogorov complexity and its applications, volume 3

Reference 51

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When Do Neural Networks Learn World Models? Self-supervised learning: Generative or contrastive

Reference 52

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When Do Neural Networks Learn World Models? Grokking as Compression: A Nonlinear Complexity Perspective

Reference 53

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When Do Neural Networks Learn World Models? and Hutter, F

Reference 54

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When Do Neural Networks Learn World Models? Unresolved cited work

Reference 55

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When Do Neural Networks Learn World Models? Gradient descent on two-layer nets: Margin maximization and simplicity bias

Reference 56

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When Do Neural Networks Learn World Models? The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets

Reference 57

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This paper cites Linguistic regularities in continuous space word representations.

When Do Neural Networks Learn World Models? Linguistic regularities in continuous space word representations

Reference 58

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When Do Neural Networks Learn World Models? GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Reference 59

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When Do Neural Networks Learn World Models? Ai’s challenge of understanding the world

Reference 60

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This paper cites Do generative video models understand physical principles?.

When Do Neural Networks Learn World Models? Do generative video models understand physical principles?

Reference 61

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This paper cites A White Paper on Neural Network Quantization.

When Do Neural Networks Learn World Models? A White Paper on Neural Network Quantization

Reference 62

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b55d802-9926-4402-8e5f-7d467a5a5e89 · outbound

This paper cites Emergent Linear Representations in World Models of Self-Supervised Sequence Models.

When Do Neural Networks Learn World Models? Emergent Linear Representations in World Models of Self-Supervised Sequence Models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T22:12:50.147169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a672be43-3bbd-4148-a1c9-0fec5e7a3367 · outbound

This paper cites Analysis of boolean functions.

When Do Neural Networks Learn World Models? Analysis of boolean functions

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:51.094410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5b7d7b98-8faa-4903-8c45-034d6885121e · outbound

This paper cites PyTorch : An imperative style, high-performance deep learning library.

When Do Neural Networks Learn World Models? PyTorch : An imperative style, high-performance deep learning library

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:51.083188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 38d51689-b6f8-46fe-9546-220d890d29ae · outbound

This paper cites Train short, test long: Attention with linear biases enables input length extrapolation.

When Do Neural Networks Learn World Models? Train short, test long: Attention with linear biases enables input length extrapolation

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:51.071357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e6ebed76-4596-4b0b-a685-5193fd053587 · outbound

This paper cites V., Louis, A.

When Do Neural Networks Learn World Models? V., Louis, A

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:51.057879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8d940cb7-9d52-4aea-8b28-e32391915644 · outbound

This paper cites Language models are unsupervised multitask learners.

When Do Neural Networks Learn World Models? Language models are unsupervised multitask learners

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:51.046693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 020f9ca2-5dc2-4799-9415-57c3a86f9c50 · outbound

This paper cites Do vision transformers see like convolutional neural networks? Advances in Neural Information Processing Systems , 34: 0 12116--12128, 2021.

When Do Neural Networks Learn World Models? Do vision transformers see like convolutional neural networks? Advances in Neural Information Processing Systems , 34: 0 12116--12128, 2021

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:51.035317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2bb49730-e3a3-495f-b19b-f878c5c06800 · outbound

This paper cites Position: Understanding LLMs requires more than statistical generalization.

When Do Neural Networks Learn World Models? Position: Understanding LLMs requires more than statistical generalization

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:51.022043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bee7d0ec-dfe8-40aa-aa6e-c00095a9ffca · outbound

This paper cites and Everitt, T.

When Do Neural Networks Learn World Models? and Everitt, T

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T22:12:50.181766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c7895b0-8219-4ba1-b032-6ca424be538a · outbound

This paper cites R., Kalchbrenner, N., Goyal, A., and Bengio, Y.

When Do Neural Networks Learn World Models? R., Kalchbrenner, N., Goyal, A., and Bengio, Y

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:51.002176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f9762ea6-0fd8-4e2b-98e1-cf1671905d9e · outbound

This paper cites S., Gunasekar, S., and Srebro, N.

When Do Neural Networks Learn World Models? S., Gunasekar, S., and Srebro, N

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T22:12:50.190104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03b92ed4-d460-49c7-a385-07b87f148495 · outbound

This paper cites Neural Redshift: Random Networks are not Random Functions.

When Do Neural Networks Learn World Models? Neural Redshift: Random Networks are not Random Functions

Reference 74

Resolution: verified exact; local_arxiv, observed 2026-08-07T22:12:50.368226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6493b6b1-f067-4419-bbd1-fc4291583ef9 · outbound

This paper cites Contrastive learning, multi-view redundancy, and linear models.

When Do Neural Networks Learn World Models? Contrastive learning, multi-view redundancy, and linear models

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.984141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3c6ad341-62ba-4c4a-9805-49a9dfcfa7e5 · outbound

This paper cites The nature of statistical learning theory.

When Do Neural Networks Learn World Models? The nature of statistical learning theory

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.973002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 47e3215b-5b8f-4479-bfe3-356a2c036b38 · outbound

This paper cites N., Kaiser, L., and Polosukhin, I.

When Do Neural Networks Learn World Models? N., Kaiser, L., and Polosukhin, I

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.961569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e37d0edc-05d1-4eca-bcb0-9bb1422a9011 · outbound

This paper cites Self-supervised learning with data augmentations provably isolates content from style.

When Do Neural Networks Learn World Models? Self-supervised learning with data augmentations provably isolates content from style

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.949418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 178533ce-0f40-4ae0-a51d-c638b15c0bfb · outbound

This paper cites Nonparametric identifiability of causal representations from unknown interventions.

When Do Neural Networks Learn World Models? Nonparametric identifiability of causal representations from unknown interventions

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.937893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 086d8c97-ea7b-4806-a50a-1fe1cf4fe9c9 · outbound

This paper cites M., and Ma, T.

When Do Neural Networks Learn World Models? M., and Ma, T

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.926578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 58566301-f9be-45cc-93cd-bf7213443ef5 · outbound

This paper cites and Watson, J.

When Do Neural Networks Learn World Models? and Watson, J

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.914569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bfba607c-070b-42e1-8765-f4dda9082cb8 · outbound

This paper cites an unresolved cited work.

When Do Neural Networks Learn World Models? Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-07T22:12:50.901554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cbc82b42-5c0c-41b8-97f9-df9927e62127 · outbound

This paper cites From Word Models to World Models: Translating from Natural Language to the Probabilistic Language of Thought.

When Do Neural Networks Learn World Models? From Word Models to World Models: Translating from Natural Language to the Probabilistic Language of Thought

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T22:12:50.230706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c070b59-3f4c-41e0-b02b-0124c0af69c5 · outbound

This paper cites Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks.

When Do Neural Networks Learn World Models? Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T22:12:50.234654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be03045d-3c11-40a2-8474-d83bb899ba1f · outbound

This paper cites Making Large Language Models into World Models with Precondition and Effect Knowledge.

When Do Neural Networks Learn World Models? Making Large Language Models into World Models with Precondition and Effect Knowledge

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T22:12:50.238938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da98412d-ceaf-4cb7-9b5b-11ca6de19073 · outbound

This paper cites S., Kawarabayashi, K.-i., and Jegelka, S.

When Do Neural Networks Learn World Models? S., Kawarabayashi, K.-i., and Jegelka, S

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.888552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c59a29d8-6a60-468d-97a2-20c58d040297 · outbound

This paper cites S., Kawarabayashi, K.-i., and Jegelka, S.

When Do Neural Networks Learn World Models? S., Kawarabayashi, K.-i., and Jegelka, S

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.876137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2ab0add8-681f-4078-b1fb-a6369f5eaa73 · outbound

This paper cites Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks.

When Do Neural Networks Learn World Models? Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-07T22:12:50.250323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3fb2fc2-51a9-439c-8ba8-3e21315440e1 · outbound

This paper cites and Paul, L.

When Do Neural Networks Learn World Models? and Paul, L

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.864271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 68a47a00-642e-4916-8b3d-2828699f6722 · outbound

This paper cites Understanding deep learning requires rethinking generalization.

When Do Neural Networks Learn World Models? Understanding deep learning requires rethinking generalization

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.852125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 218c12be-49ec-44bf-afdb-c4b9012798e8 · outbound

This paper cites Feature contamination: Neural networks learn uncorrelated features and fail to generalize.

When Do Neural Networks Learn World Models? Feature contamination: Neural networks learn uncorrelated features and fail to generalize

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.838112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b46c0945-daa1-4e5b-aa86-fc2f4e17a12a · outbound

This paper cites M ^3 PL : Identifying and exploiting view bias of prompt learning.

When Do Neural Networks Learn World Models? M ^3 PL : Identifying and exploiting view bias of prompt learning

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.825682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 19e111a0-3695-4b22-b212-12ced909c0d6 · outbound

This paper cites P., and Orbanz, P.

When Do Neural Networks Learn World Models? P., and Orbanz, P

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.812099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cf5c1cf8-9636-4845-82b3-6c64265e3d2b · outbound

This paper cites S., Sharma, Y., Schneider, S., Bethge, M., and Brendel, W.

When Do Neural Networks Learn World Models? S., Sharma, Y., Schneider, S., Bethge, M., and Brendel, W

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.798854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3a9d48a9-e311-42a9-a831-df8c758a4a16 · outbound

This paper cites Neural networks fail to learn periodic functions and how to fix it.

When Do Neural Networks Learn World Models? Neural networks fail to learn periodic functions and how to fix it

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:12:50.785901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers