Curvature Enhanced Data Augmentation for Regression | Paper Citation Record

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This paper cites write newline.

Curvature Enhanced Data Augmentation for Regression write newline

Reference 1

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This paper cites CMU statlib dataset.

Curvature Enhanced Data Augmentation for Regression CMU statlib dataset

Reference 2

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This paper cites H., and Zoccolan, D.

Curvature Enhanced Data Augmentation for Regression H., and Zoccolan, D

Reference 3

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This paper cites L., Kiros, J.

Curvature Enhanced Data Augmentation for Regression L., Kiros, J

Reference 4

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This paper cites and Niyogi, P.

Curvature Enhanced Data Augmentation for Regression and Niyogi, P

Reference 5

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 6

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This paper cites J., and Simsekli, U.

Curvature Enhanced Data Augmentation for Regression J., and Simsekli, U

Reference 7

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This paper cites Skillcraft1 master table dataset.

Curvature Enhanced Data Augmentation for Regression Skillcraft1 master table dataset

Reference 8

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This paper cites Airfoil Self-Noise.

Curvature Enhanced Data Augmentation for Regression Airfoil Self-Noise

Reference 9

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This paper cites A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability.

Curvature Enhanced Data Augmentation for Regression A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability

Reference 10

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This paper cites and Allassonnière, S.

Curvature Enhanced Data Augmentation for Regression and Allassonnière, S

Reference 11

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This paper cites Vicinal risk minimization.

Curvature Enhanced Data Augmentation for Regression Vicinal risk minimization

Reference 12

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This paper cites Learning flat latent manifolds with VAEs.

Curvature Enhanced Data Augmentation for Regression Learning flat latent manifolds with VAEs

Reference 13

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This paper cites A simple framework for contrastive learning of visual representations.

Curvature Enhanced Data Augmentation for Regression A simple framework for contrastive learning of visual representations

Reference 14

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 15

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This paper cites and Hart, P.

Curvature Enhanced Data Augmentation for Regression and Hart, P

Reference 16

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This paper cites D., Zoph, B., Mane, D., Vasudevan, V., and Le, Q.

Curvature Enhanced Data Augmentation for Regression D., Zoph, B., Mane, D., Vasudevan, V., and Le, Q

Reference 17

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This paper cites Trajectory-aware Principal Manifold Framework for Data Augmentation and Image Generation.

Curvature Enhanced Data Augmentation for Regression Trajectory-aware Principal Manifold Framework for Data Augmentation and Image Generation

Reference 18

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This paper cites Improved Regularization of Convolutional Neural Networks with Cutout.

Curvature Enhanced Data Augmentation for Regression Improved Regularization of Convolutional Neural Networks with Cutout

Reference 19

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 20

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 21

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This paper cites H., Xu, W., Utrera, F., Cao, Z., and Mahoney, M.

Curvature Enhanced Data Augmentation for Regression H., Xu, W., Utrera, F., Cao, Z., and Mahoney, M

Reference 22

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This paper cites Estimating the intrinsic dimension of datasets by a minimal neighborhood information.

Curvature Enhanced Data Augmentation for Regression Estimating the intrinsic dimension of datasets by a minimal neighborhood information

Reference 23

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This paper cites Manifold Reconstruction and Denoising from Scattered Data in High Dimension via a Generalization of $L_1$-Median.

Curvature Enhanced Data Augmentation for Regression Manifold Reconstruction and Denoising from Scattered Data in High Dimension via a Generalization of $L_1$-Median

Reference 24

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This paper cites Y., Gangal, V., Wei, J., Chandar, S., Vosoughi, S., Mitamura, T., and Hovy, E.

Curvature Enhanced Data Augmentation for Regression Y., Gangal, V., Wei, J., Chandar, S., Vosoughi, S., Mitamura, T., and Hovy, E

Reference 25

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This paper cites M., Gould, N.

Curvature Enhanced Data Augmentation for Regression M., Gould, N

Reference 26

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This paper cites Hyperbolic feature augmentation via distribution estimation and infinite sampling on manifolds.

Curvature Enhanced Data Augmentation for Regression Hyperbolic feature augmentation via distribution estimation and infinite sampling on manifolds

Reference 27

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This paper cites Deep learning, 2016.

Curvature Enhanced Data Augmentation for Regression Deep learning, 2016

Reference 28

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This paper cites J., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., and Bengio, Y.

Curvature Enhanced Data Augmentation for Regression J., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., and Bengio, Y

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:00.326862Z

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This paper cites and Procaccia, I.

Curvature Enhanced Data Augmentation for Regression and Procaccia, I

Reference 30

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This paper cites H., Gu, A., Yurochkin, M., Solomon, J., and Chien, E.

Curvature Enhanced Data Augmentation for Regression H., Gu, A., Yurochkin, M., Solomon, J., and Chien, E

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:00.293631Z

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This paper cites Mixup as locally linear out-of-manifold regularization.

Curvature Enhanced Data Augmentation for Regression Mixup as locally linear out-of-manifold regularization

Reference 32

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This paper cites Deep residual learning for image recognition.

Curvature Enhanced Data Augmentation for Regression Deep residual learning for image recognition

Reference 33

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This paper cites D., Zoph, B., Gilmer, J., and Lakshminarayanan, B.

Curvature Enhanced Data Augmentation for Regression D., Zoph, B., Gilmer, J., and Lakshminarayanan, B

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:00.249351Z

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 35

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This paper cites W., Xiao, C., Sun, J., and Zitnik, M.

Curvature Enhanced Data Augmentation for Regression W., Xiao, C., Sun, J., and Zitnik, M

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:00.217477Z

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This paper cites I., Balestriero, R., and Baraniuk, R.

Curvature Enhanced Data Augmentation for Regression I., Balestriero, R., and Baraniuk, R

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:00.200312Z

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This paper cites RegMix: Data Mixing Augmentation for Regression.

Curvature Enhanced Data Augmentation for Regression RegMix: Data Mixing Augmentation for Regression

Reference 38

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 39

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Curvature Enhanced Data Augmentation for Regression and Szegedy, C

Reference 40

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This paper cites Matrix backpropagation for deep networks with structured layers.

Curvature Enhanced Data Augmentation for Regression Matrix backpropagation for deep networks with structured layers

Reference 41

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This paper cites R-mixup: Riemannian mixup for biological networks.

Curvature Enhanced Data Augmentation for Regression R-mixup: Riemannian mixup for biological networks

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:53:00.140282Z

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Curvature Enhanced Data Augmentation for Regression and Azencot, O

Reference 43

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Curvature Enhanced Data Augmentation for Regression and Azencot, O

Reference 44

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Curvature Enhanced Data Augmentation for Regression and Azencot, O

Reference 45

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 46

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This paper cites Contextual augmentation: Data augmentation by words with paradigmatic relations.

Curvature Enhanced Data Augmentation for Regression Contextual augmentation: Data augmentation by words with paradigmatic relations

Reference 47

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This paper cites W., Sagawa, S., Marklund, H., Xie, S.

Curvature Enhanced Data Augmentation for Regression W., Sagawa, S., Marklund, H., Xie, S

Reference 48

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 49

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This paper cites Modeling long-and short-term temporal patterns with deep neural networks.

Curvature Enhanced Data Augmentation for Regression Modeling long-and short-term temporal patterns with deep neural networks

Reference 50

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 51

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 52

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This paper cites and Bickel, P.

Curvature Enhanced Data Augmentation for Regression and Bickel, P

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.981224Z

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Curvature Enhanced Data Augmentation for Regression Unresolved cited work

Reference 54

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Observation 820a5280-9275-42a3-9de3-9b6c8f4fb13b · outbound

This paper cites Characterizing submanifold region for out-of-distribution detection.

Curvature Enhanced Data Augmentation for Regression Characterizing submanifold region for out-of-distribution detection

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.951490Z

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Observation dbc3cd38-53bc-434c-8c33-7ab0e9e49247 · outbound

This paper cites Curvature-aware manifold learning.

Curvature Enhanced Data Augmentation for Regression Curvature-aware manifold learning

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.935478Z

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Observation 8d62042e-fb0b-4069-8e1c-af14beafcde1 · outbound

This paper cites Fast AutoAugment.

Curvature Enhanced Data Augmentation for Regression Fast AutoAugment

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.919831Z

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Observation 68b1a545-5535-468f-945c-7ee05ca8d7d6 · outbound

This paper cites H., Erichson, N.

Curvature Enhanced Data Augmentation for Regression H., Erichson, N

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.904496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8a5f84a8-dee0-41b4-94fa-0c9395c59d97 · outbound

This paper cites Fully convolutional networks for semantic segmentation.

Curvature Enhanced Data Augmentation for Regression Fully convolutional networks for semantic segmentation

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.889862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ef3a1e5b-a6e4-48bf-af87-9580574b9b37 · outbound

This paper cites E., Zhou, S., Erfani, S., Xia, S., Wijewickrema, S., and Bailey, J.

Curvature Enhanced Data Augmentation for Regression E., Zhou, S., Erfani, S., Xia, S., Wijewickrema, S., and Bailey, J

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.875567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fc16bb5d-7c73-40b3-a977-57a93727be1c · outbound

This paper cites A., Veness, J., Bellemare, M.

Curvature Enhanced Data Augmentation for Regression A., Veness, J., Bellemare, M

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.859944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 82ea95c2-3242-4a34-9921-99f50fc1abe2 · outbound

This paper cites Utilizing image transforms and diffusion models for generative modeling of short and long time series.

Curvature Enhanced Data Augmentation for Regression Utilizing image transforms and diffusion models for generative modeling of short and long time series

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.843527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c4306a1b-fbe2-4737-85c2-3f13a6bf59b1 · outbound

This paper cites B., Ren, P., Mahoney, M.

Curvature Enhanced Data Augmentation for Regression B., Ren, P., Mahoney, M

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.828027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 844ea1a1-0c68-4f8a-9518-dbf8b83f8d55 · outbound

This paper cites and Han, B.

Curvature Enhanced Data Augmentation for Regression and Han, B

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.813006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e14fdd70-2e25-415e-b107-e8d8d95333b0 · outbound

This paper cites and Azencot, O.

Curvature Enhanced Data Augmentation for Regression and Azencot, O

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.797881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 95d54e6f-d710-4e07-862b-350b47e18c42 · outbound

This paper cites Learning deconvolution network for semantic segmentation.

Curvature Enhanced Data Augmentation for Regression Learning deconvolution network for semantic segmentation

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.781985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4e243cf1-9676-4ecf-bf99-01ace0f082e9 · outbound

This paper cites O zt \"u rk, H., \.

Curvature Enhanced Data Augmentation for Regression O zt \"u rk, H., \

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:59.029190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b90bdb1-1f63-4f77-82cc-c271449eea5c · outbound

This paper cites S., Chan, W., Zhang, Y., Chiu, C., Zoph, B., Cubuk, E.

Curvature Enhanced Data Augmentation for Regression S., Chan, W., Zhang, Y., Chiu, C., Zoph, B., Cubuk, E

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.756484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b1b953d6-fc7b-452f-8e7e-29e2366bfa35 · outbound

This paper cites K., Girshick, R.

Curvature Enhanced Data Augmentation for Regression K., Girshick, R

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.741614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 80a191d6-68e8-442f-a5c7-fab9ec0bac6d · outbound

This paper cites Communities and Crime.

Curvature Enhanced Data Augmentation for Regression Communities and Crime

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.725891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 325d76ee-a742-4b4c-877a-34d9c30f4d11 · outbound

This paper cites and Saul, L.

Curvature Enhanced Data Augmentation for Regression and Saul, L

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.708482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation df0f3074-882f-4a58-a1b9-92cc02b5c984 · outbound

This paper cites Anchor data augmentation.

Curvature Enhanced Data Augmentation for Regression Anchor data augmentation

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.692672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dbbbc104-7efb-4f52-8145-b7ba5bf84195 · outbound

This paper cites and Khoshgoftaar, T.

Curvature Enhanced Data Augmentation for Regression and Khoshgoftaar, T

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.678280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a8de9b23-1a1e-4de9-a907-1d881f8d7efb · outbound

This paper cites and Zisserman, A.

Curvature Enhanced Data Augmentation for Regression and Zisserman, A

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.663416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6dde4cbb-474b-4f54-9a94-4db215b25c7c · outbound

This paper cites and Wu, H.-T.

Curvature Enhanced Data Augmentation for Regression and Wu, H.-T

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.648482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 659ab15a-c110-4615-a945-801843e17133 · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermodynamics.

Curvature Enhanced Data Augmentation for Regression Deep unsupervised learning using nonequilibrium thermodynamics

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:59.069538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08879822-4e75-4153-972c-a4f60c111dd9 · outbound

This paper cites Dropout: a simple way to prevent neural networks from overfitting.

Curvature Enhanced Data Augmentation for Regression Dropout: a simple way to prevent neural networks from overfitting

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:59.073748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b74ac36-37c6-4f6e-8e94-fe7e391598a7 · outbound

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

Curvature Enhanced Data Augmentation for Regression A global geometric framework for nonlinear dimensionality reduction

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.614928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8122af58-0c2a-4864-961b-4822ef968e5f · outbound

This paper cites Principles of risk minimization for learning theory.

Curvature Enhanced Data Augmentation for Regression Principles of risk minimization for learning theory

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:59.082224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 328568db-23e1-4e5a-9f11-caa4edb88485 · outbound

This paper cites Manifold mixup: Better representations by interpolating hidden states.

Curvature Enhanced Data Augmentation for Regression Manifold mixup: Better representations by interpolating hidden states

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.590124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fd8de6b5-77bb-4bb0-a272-8f259dc8a5e9 · outbound

This paper cites Show and tell: A neural image caption generator.

Curvature Enhanced Data Augmentation for Regression Show and tell: A neural image caption generator

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.575897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 565af507-2a5b-4ddf-885f-d8555dcde875 · outbound

This paper cites and Saul, L.

Curvature Enhanced Data Augmentation for Regression and Saul, L

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.561060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 87d0fca4-32e2-4f4d-874a-2f3c375e9822 · outbound

This paper cites Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation.

Curvature Enhanced Data Augmentation for Regression Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:59.099372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de2c4e72-a52a-4091-a2ae-85709e1df397 · outbound

This paper cites Image Data Augmentation for Deep Learning: A Survey.

Curvature Enhanced Data Augmentation for Regression Image Data Augmentation for Deep Learning: A Survey

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:59.104379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e034d27-7b4b-4cbe-bf49-e04ca226cab8 · outbound

This paper cites C-mixup: Improving generalization in regression.

Curvature Enhanced Data Augmentation for Regression C-mixup: Improving generalization in regression

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.545796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4c9aba8a-ca18-4bba-bb0b-cfb4f70e877a · outbound

This paper cites J., Chun, S., Choe, J., and Yoo, Y.

Curvature Enhanced Data Augmentation for Regression J., Chun, S., Choe, J., and Yoo, Y

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.529096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 50061698-f9f7-4ffb-bb8d-6f43ae56ec47 · outbound

This paper cites N., and Lopez - Paz, D.

Curvature Enhanced Data Augmentation for Regression N., and Lopez - Paz, D

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.512374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ae4fae66-c7fc-41d7-841e-ae93ec1f3b70 · outbound

This paper cites and Zha, H.

Curvature Enhanced Data Augmentation for Regression and Zha, H

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.496305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b43e4b88-a5a1-4c4b-9df4-4cbf57bc8ed6 · outbound

This paper cites Random erasing data augmentation.

Curvature Enhanced Data Augmentation for Regression Random erasing data augmentation

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.480560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0246b59a-c244-4dec-8db4-44aa164d54cd · outbound

This paper cites LDMNet : Low dimensional manifold regularized neural networks.

Curvature Enhanced Data Augmentation for Regression LDMNet : Low dimensional manifold regularized neural networks

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:52:59.464948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Reference resolution

Outbound references

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