PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection | Paper Citation Record

Observation 8bce498b-b83c-4fd3-ae41-d68095c98965 · outbound

This paper cites CNN detec- tion of GAN-generated face images based on cross-band co-occurrences analysis.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection CNN detec- tion of GAN-generated face images based on cross-band co-occurrences analysis

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.201578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a1ac0b28-5f77-46a7-8f2d-4350485f34e5 · outbound

This paper cites Perception Encoder: The best visual embeddings are not at the output of the network.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Perception Encoder: The best visual embeddings are not at the output of the network

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.373365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08d3e6ba-87b6-4a0f-ab63-2636864f2c88 · outbound

This paper cites Large Scale GAN Training for High Fidelity Natural Image Synthesis.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Large Scale GAN Training for High Fidelity Natural Image Synthesis

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.380789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 933d8a83-117d-47a2-b42d-9f127ec60deb · outbound

This paper cites Emerging properties in self-supervised vision trans- formers.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Emerging properties in self-supervised vision trans- formers

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.184858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7b45cf74-1c47-4315-b8e4-36f2e73cf89d · outbound

This paper cites Learning to see in the dark.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Learning to see in the dark

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.169177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 46ca7bbb-0439-44b0-813b-d9ff30b9baa2 · outbound

This paper cites Photographic image synthesis with cascaded refine- ment networks.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Photographic image synthesis with cascaded refine- ment networks

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.153319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4486b274-f1e2-41a5-87f5-33e306a7ae5d · outbound

This paper cites ForgeLens: Data-efficient forgery focus for generalizable forgery image detection, 2025.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection ForgeLens: Data-efficient forgery focus for generalizable forgery image detection, 2025

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.137413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ab2b604e-2548-40d2-b829-99bbdae102cd · outbound

This paper cites StarGAN: Unified generative adversarial networks for multi-domain image-to- image translation.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection StarGAN: Unified generative adversarial networks for multi-domain image-to- image translation

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.122129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4ef2425a-dc6b-41b1-bef9-1d85bf134bbc · outbound

This paper cites On the detection of synthetic images generated by diffusion mod- els.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection On the detection of synthetic images generated by diffusion mod- els

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.105711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e9b5147a-0393-499f-9a41-05a63a3ff2bb · outbound

This paper cites Raising the Bar of AI-generated Image Detection with CLIP.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Raising the Bar of AI-generated Image Detection with CLIP

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.420669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ee96ab8-49bb-4d39-b437-1f94c8ed997d · outbound

This paper cites Second-order attention network for single image super-resolution.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Second-order attention network for single image super-resolution

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.089423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4221dd68-9d79-45ec-949e-e37b4a840cce · outbound

This paper cites Diffusion models beat GANs on image syn- thesis.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Diffusion models beat GANs on image syn- thesis

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.072532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation de822128-ccc1-45a7-ab46-0aa38196f0a5 · outbound

This paper cites Watch your up-convolution: CNN based generative deep neural networks are failing to reproduce spectral distributions.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Watch your up-convolution: CNN based generative deep neural networks are failing to reproduce spectral distributions

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.056897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a33e241f-d450-4dbc-957b-a1c172dc4ee0 · outbound

This paper cites Deepfake-related fraud forecast to hit $40b by 2027.https://www.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Deepfake-related fraud forecast to hit $40b by 2027.https://www

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.041280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation de99b6f7-3047-4874-8c13-c8bbb23f4a47 · outbound

This paper cites Transferable adversarial attacks on audio deepfake detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Transferable adversarial attacks on audio deepfake detection

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.025005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5fe21500-7574-4838-886f-b9b93e100ade · outbound

This paper cites Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:40:46.213793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f1f424f6-e37c-4d28-93db-c2eb72141420 · outbound

This paper cites Leveraging frequency analysis for deep fake image recog- nition.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Leveraging frequency analysis for deep fake image recog- nition

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:47.007830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 000b1740-70f6-4a7e-a2e6-db0a7c0b4507 · outbound

This paper cites Deepfake fraud costs the financial sector an average of $600,000 per company.https://www.businesswire.com/news/home/ 20241031656724/en/Deepfake-Fraud-Costs, 2024.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Deepfake fraud costs the financial sector an average of $600,000 per company.https://www.businesswire.com/news/home/ 20241031656724/en/Deepfake-Fraud-Costs, 2024

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.991325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c5e897ce-da5e-464b-a16c-59f2545c188e · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.465683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a1430c9-1b4f-477c-8621-0e0714e2c7f7 · outbound

This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Efficiently Modeling Long Sequences with Structured State Spaces

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.471463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2baa7898-a250-4607-a031-c2ca7dfa198d · outbound

This paper cites Vector quantized diffusion model for text-to-image syn- thesis.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Vector quantized diffusion model for text-to-image syn- thesis

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.974066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3514d378-6bd3-4571-81e1-30de572ad073 · outbound

This paper cites Deep residual learning for image recognition.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Deep residual learning for image recognition

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.957106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6c92fbde-ca8d-434a-8a95-1b6c2f2aa6d6 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.Proceedings of the International Conference on Learning Representations (ICLR), 2022.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection LoRA: Low-rank adaptation of large language models.Proceedings of the International Conference on Learning Representations (ICLR), 2022

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.940376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ea16168e-27bd-4803-b114-37c297f87b44 · outbound

This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Progressive Growing of GANs for Improved Quality, Stability, and Variation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.493171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c57a866-161d-4c1e-bd51-aa5201c7ff80 · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection A style-based generator architecture for generative adversarial networks

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.923353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d15df332-d849-4526-a014-8c3435538ad1 · outbound

This paper cites Analyzing and improving the image quality of StyleGAN.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Analyzing and improving the image quality of StyleGAN

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.904740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0ebcd6ef-066c-428e-94ee-1746ab07ec66 · outbound

This paper cites Leveraging representations from inter- mediate encoder-blocks for synthetic image detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Leveraging representations from inter- mediate encoder-blocks for synthetic image detection

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.887454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e11a0588-dc04-44d4-afdd-5ba5d4678718 · outbound

This paper cites Diverse image synthesis from semantic lay- outs via conditional IMLE.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Diverse image synthesis from semantic lay- outs via conditional IMLE

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.870935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 25e8271c-2923-43a7-9e82-a72e47428b5e · outbound

This paper cites Im- proving synthetic image detection towards generalization: An image transformation perspective.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Im- proving synthetic image detection towards generalization: An image transformation perspective

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.854639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 48b88481-da31-4051-b831-64f1a5770868 · outbound

This paper cites Towards generalizable ai-generated image detection via image-adaptive prompt learning.arXiv preprint arXiv:2508.01603, 2025.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Towards generalizable ai-generated image detection via image-adaptive prompt learning.arXiv preprint arXiv:2508.01603, 2025

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.523621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 346d823b-b383-4bc6-9a9e-9d8408315bf5 · outbound

This paper cites Forgery-aware adaptive transformer for generalizable synthetic image detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Forgery-aware adaptive transformer for generalizable synthetic image detection

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.838270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 11fd957a-edda-4e6b-a33a-8cce51a01b0b · outbound

This paper cites VMamba: Visual State Space Model.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection VMamba: Visual State Space Model

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.533972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3f83ee6-a8da-432c-8ef6-628f946d425a · outbound

This paper cites Detecting GAN generated Fake Images using Co-occurrence Matrices.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Detecting GAN generated Fake Images using Co-occurrence Matrices

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.539340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20b10109-998e-4e8b-962c-935ef7513ae3 · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.544963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7a1eb6a-f216-422a-9750-1dc2a0668bde · outbound

This paper cites Towards universal fake image detectors that generalize across generative models.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Towards universal fake image detectors that generalize across generative models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.550409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 791154b4-9788-4c49-b978-1d0857436be8 · outbound

This paper cites Semantic image synthesis with spatially-adaptive normalization.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Semantic image synthesis with spatially-adaptive normalization

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.809747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f91fd885-03eb-4f21-94c5-2817969c0dbf · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Sdxl: Improving latent diffusion models for high-resolution image synthesis

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.793710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d7614785-2d58-4057-8350-6ad14fc9a45c · outbound

This paper cites Learning transferable visual models from natural lan- guage supervision.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Learning transferable visual models from natural lan- guage supervision

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.778014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 26d9fbc0-c923-406d-98ef-0d36aaef5048 · outbound

This paper cites Stay-positive: A case for ignoring real image features in fake image detection.Proceedings of the International Conference on Machine Learning (ICML), 2025.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Stay-positive: A case for ignoring real image features in fake image detection.Proceedings of the International Conference on Machine Learning (ICML), 2025

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.762110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b5aa1722-8ccd-4313-b833-eef425de9b27 · outbound

This paper cites Aligned datasets improve detection of latent diffusion-generated images.Proceedings of the International Conference on Learning Representations (ICLR), 2025.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Aligned datasets improve detection of latent diffusion-generated images.Proceedings of the International Conference on Learning Representations (ICLR), 2025

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.746031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1aa9e0fc-2070-485d-8aec-c164ccad267b · outbound

This paper cites Zero-shot text-to-image generation.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Zero-shot text-to-image generation

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.730559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f81b8f53-1d8a-4fe6-ae61-963fb73c07d1 · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.591459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80fe77ce-cd5d-4f9a-b337-a262a4f5c36c · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection High-resolution image synthesis with latent diffusion models

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.714533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ed5cfe3f-f355-4db2-8860-c4969b5ee6d4 · outbound

This paper cites FaceForensics++: Learning to detect manipulated facial images.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection FaceForensics++: Learning to detect manipulated facial images

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.698672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cb305792-83ca-4ea7-b26f-75ddb385b314 · outbound

This paper cites Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Batra.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, and Dhruv Batra

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.676681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d3f82461-a434-45a9-8ee0-595b6371cad6 · outbound

This paper cites Mirage: Multimodal discriminative representation learning for generalizable ai-generated image detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Mirage: Multimodal discriminative representation learning for generalizable ai-generated image detection

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.660482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7888eb9c-72fc-414e-b68f-47acd21d9446 · outbound

This paper cites Learning on gradients: Generalized artifacts representation for GAN-generated images detec- tion.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Learning on gradients: Generalized artifacts representation for GAN-generated images detec- tion

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.643602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cedf0781-bc25-4a24-b54e-78baa3d91589 · outbound

This paper cites Frequency-aware deepfake detection: Improving generalizability through fre- quency space domain learning.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Frequency-aware deepfake detection: Improving generalizability through fre- quency space domain learning

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.627072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 39f664b4-2b1d-4199-ada4-ac043cdc4adc · outbound

This paper cites Rethinking the up-sampling operations in CNN-based generative network for generalizable deepfake detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Rethinking the up-sampling operations in CNN-based generative network for generalizable deepfake detection

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.610222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3c1907d3-173b-48ca-981e-0a1c1bc93829 · outbound

This paper cites C2P-CLIP: Injecting category common prompt in CLIP to enhance generalization in deepfake detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection C2P-CLIP: Injecting category common prompt in CLIP to enhance generalization in deepfake detection

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.592892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a5b88f91-6a85-4812-abd2-59790e6f477d · outbound

This paper cites an unresolved cited work.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:40:46.574242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b6881440-4f39-4c93-9be2-2260bca96b47 · outbound

This paper cites Grex-bench: Benchmarking gen- eralization, robustness, and explainability in ai-generated image detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Grex-bench: Benchmarking gen- eralization, robustness, and explainability in ai-generated image detection

Reference 52

Resolution: verified exact; doi, observed 2026-08-12T00:40:45.808613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9738ee65-898f-41b2-ba49-c4099f7c1660 · outbound

This paper cites an unresolved cited work.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:40:46.551063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f660d178-8a3a-4e77-a1ae-ea3ebf98c715 · outbound

This paper cites an unresolved cited work.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:40:46.533985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c1026964-21b5-40c5-b597-d8b00160d3da · outbound

This paper cites Enhanced adversarial attack for avoidance of fake image detection.Journal of Broadcast Engineering, 28(7):859–866, 2023.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Enhanced adversarial attack for avoidance of fake image detection.Journal of Broadcast Engineering, 28(7):859–866, 2023

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.516140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 99e039ff-a71b-4c4f-a590-d5a2899737ad · outbound

This paper cites Anti-forensic against double jpeg compression detection using adversarial generative network.Proceedings of the Korean Society of Broadcast Engineers Conference, pages 58–60, 2019.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Anti-forensic against double jpeg compression detection using adversarial generative network.Proceedings of the Korean Society of Broadcast Engineers Conference, pages 58–60, 2019

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.499368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1351a0ae-da05-415b-9c27-b8db5e882c4c · outbound

This paper cites Analysis of generative adversarial network targeting anti-forensic in jpeg compressed domain.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Analysis of generative adversarial network targeting anti-forensic in jpeg compressed domain

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.479852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 27a4157f-c0bd-4dec-b626-587bd6d16737 · outbound

This paper cites Double compression detection in hevc-coded video with the same coding parameters using picture partitioning informa- tion.Signal Processing: Image Communication, 103:116638, 2022.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Double compression detection in hevc-coded video with the same coding parameters using picture partitioning informa- tion.Signal Processing: Image Communication, 103:116638, 2022

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.463351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9d3209e1-457d-4029-99ec-029abdad1d56 · outbound

This paper cites A robust open- set multi-instance learning for defending adversarial attacks in digital image.IEEE Transactions on Information Forensics and Security, 19:2098–2111, 2023.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection A robust open- set multi-instance learning for defending adversarial attacks in digital image.IEEE Transactions on Information Forensics and Security, 19:2098–2111, 2023

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.445547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 07423684-d444-494a-9d8a-e752d855550d · outbound

This paper cites Deep learning-based counter anti- forensic of gan-based attack in hevc compressed domain using coding pattern analysis.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Deep learning-based counter anti- forensic of gan-based attack in hevc compressed domain using coding pattern analysis

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.691055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28a7e208-6dab-46ae-a6da-5368f45ce69a · outbound

This paper cites Counter-act against gan-based attacks: A collaborative learning approach for anti-forensic detection.Applied Soft Computing, 153:111287, 2024.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Counter-act against gan-based attacks: A collaborative learning approach for anti-forensic detection.Applied Soft Computing, 153:111287, 2024

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.416026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d34a8136-0a69-4a5a-86cb-6250b0795885 · outbound

This paper cites Adversarial Attacks on Audio Deepfake Detection: A Benchmark and Comparative Study.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Adversarial Attacks on Audio Deepfake Detection: A Benchmark and Comparative Study

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.701836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df563012-37d4-49cd-b716-fd23375f7998 · outbound

This paper cites Advbench: A comprehensive benchmark of adversarial attacks on deepfake detectors in real-world consumer ap- plications.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Advbench: A comprehensive benchmark of adversarial attacks on deepfake detectors in real-world consumer ap- plications

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.399452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation af344b3b-0ee2-47bd-9968-bfdf416219ec · outbound

This paper cites SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection SHIELD: A Secure and Highly Enhanced Integrated Learning for Robust Deepfake Detection against Adversarial Attacks

Reference 64

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:40:45.877970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 149c9f41-a7c4-4204-bb93-a15eb7211a09 · outbound

This paper cites GUARD: Generative unmasking and adversarial-resistant deepfake detection using multi-model knowledge distillation.Authorea Preprints, 2025.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection GUARD: Generative unmasking and adversarial-resistant deepfake detection using multi-model knowledge distillation.Authorea Preprints, 2025

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.383640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 876d9a29-b799-4586-9fe3-3c569e54a32a · outbound

This paper cites Do Transformations Reveal the Truth? Generative Residual Learning for Generalized AI-Generated Image Detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Do Transformations Reveal the Truth? Generative Residual Learning for Generalized AI-Generated Image Detection

Reference 66

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:40:45.852678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d56f327a-9bfd-4f31-af38-f2d404b8433d · outbound

This paper cites Face2parts: Exploring coarse-to-fine inter-regional facial dependencies for generalized deepfake detection.IEEE Access, 14:55111–55125, 2026.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Face2parts: Exploring coarse-to-fine inter-regional facial dependencies for generalized deepfake detection.IEEE Access, 14:55111–55125, 2026

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.366862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ec71d051-3bea-4f7c-81f1-6f64d6abbf71 · outbound

This paper cites CNN-generated images are surprisingly easy to spot.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection CNN-generated images are surprisingly easy to spot

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.348252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e5b1e391-3fe3-4f19-9344-755667db2204 · outbound

This paper cites DIRE for diffusion-generated image detection.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection DIRE for diffusion-generated image detection

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.331057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b43a414e-a3fc-4181-8eb9-d3850e61ec37 · outbound

This paper cites A sanity check for AI-generated image detection.Proceedings of the International Conference on Learning Representations (ICLR), 2025.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection A sanity check for AI-generated image detection.Proceedings of the International Conference on Learning Representations (ICLR), 2025

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.314939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 690410be-d0ad-48be-8b35-c967c1e81d35 · outbound

This paper cites an unresolved cited work.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-12T00:40:46.298773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c78e5f43-9bdb-4069-9180-48379f6e2c47 · outbound

This paper cites Unpaired image-to- image translation using cycle-consistent adversarial networks.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection Unpaired image-to- image translation using cycle-consistent adversarial networks

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:40:46.282591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3987f44a-a119-4e0f-8bc7-17bd60c437b0 · outbound

This paper cites MambaByte: Token-free Selective State Space Model.

PE-Mamba: Bidirectional Selective Layer Aggregation for AI-Generated Image Detection MambaByte: Token-free Selective State Space Model

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-12T00:40:45.765465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers