Research

Papers for “imagenet”

Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.

Title	Authors	Year	Source
From Phase to Phenomenon: Self-Supervised Learning of Subsurface Scattering with Minimal Phase-shift Inputs	Arjun Majumdar, Raphael Braun, Andreas Engelhardt	2026	arxiv 2606.29461
Semantic Color Naturalness Breaker: Preventing Illegitimate Colorization via Content-Aware Color Priors	Yuki Nii, Futa Waseda, Ching-Chun Chang	2026	arxiv 2607.17610
DiFA: Inference-Time Forward-Process Alignment for Diffusion Models	Shigui Li, Delu Zeng	2026	arxiv 2607.17972
Statistical Adversaries: Natural Backdoor-like Features in Vision Datasets	Paul K. Mandal, Pavan Reddy, Tristan Malatynski	2026	arxiv 2607.05516
Distilling Drifting Transformers with Representation Autoencoders	Jiawei Zhang, Mengfei Xia, Gen Li	2026	arxiv 2606.15553
Sharpness-Aware Minimization and Muon: Robustness under the Spectral Norm	Wenzhi Zhong, Edward Milsom, Michael Murray	2026	arxiv 2607.26001
Subtype Robustness Is Not Just Accuracy: Calibration Under Unseen Subtype Shift	Hanyu Su, Carlota Julbe i Juanola, Yibo Hu	2026	arxiv 2608.00928
CMuon: Accelerating and Stabilizing Diffusion Transformer Training via Chunked Momentum Orthogonalization	Chuyan Chen, Peng Sun, Kun Yuan	2026	arxiv 2608.02502
Signed Rectified Flow: Negativity-Controlled Generation	Runlong Liao, Baiyu Su, Lizhang Chen	2026	arxiv 2607.18516
Self-Distillation of Hidden Layers for Self-Supervised Representation Learning	Scott C. Lowe, Anthony Fuller, Sageev Oore	2026	arxiv 2603.15553
FREPix: Frequency-Heterogeneous Flow Matching for Pixel-Space Image Generation	Mingfeng Lin, Jiakun Chen, Liang Han	2026	arxiv 2605.06421
Season: Spectrum-Aware Orthogonal Gradient Refinement for Transfer-Based Adversarial Attacks	Tianyi Wang, Zhenghao Gao, Shengjie Xu	2026	arxiv 2608.04441
CLEAR: Class-wise Expert Aggregation with Structured Sampling for Long-Tailed Classification	Gawon Lim	2026	arxiv 2608.11287
Contextual Convolutional Neural Networks	Ionut Cosmin Duta, Mariana Iuliana Georgescu, Radu Tudor Ionescu	2021	arxiv 2108.07387
Reducing Label Effort: Self-Supervised meets Active Learning	Javad Zolfaghari Bengar, Joost van de Weijer, Bartlomiej Twardowski	2021	arxiv 2108.11458
MixMo: Mixing Multiple Inputs for Multiple Outputs via Deep Subnetworks	Alexandre Rame, Remy Sun, Matthieu Cord	2021	arxiv 2103.06132
Accuracy on the Line: On the Strong Correlation Between Out-of-Distribution and In-Distribution Generalization	John Miller, Rohan Taori, Aditi Raghunathan	2021	arxiv 2107.04649
Global Filter Networks for Image Classification	Yongming Rao, Wenliang Zhao, Zheng Zhu	2021	arxiv 2107.00645
SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios	Suraj Kothawade, Nathan Beck, Krishnateja Killamsetty	2021	arxiv 2107.00717
Teacher-Class Network: A Neural Network Compression Mechanism	Shaiq Munir Malik, Muhammad Umair Haider, Mohbat Tharani	2020	arxiv 2004.03281

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