% Key papers for Binary neural networks (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2020_forward_15562, title = {{Forward and Backward Information Retention for Accurate Binary Neural Networks}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{aaai2017_how_104485, title = {{How to Train a Compact Binary Neural Network with High Accuracy?}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10862}, } @inproceedings{iclr2017_loss_28305, title = {{Loss-aware Binarization of Deep Networks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2017}, url = {https://openreview.net/forum?id=S1oWlN9ll}, } @inproceedings{cvpr2019_binary_13896, title = {{Binary Ensemble Neural Network: More Bits per Network or More Networks per Bit?}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{iclr2018_apprentice_28410, title = {{Apprentice: Using Knowledge Distillation Techniques To Improve Low-Precision Network Accuracy}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2018}, url = {https://iclr.cc/virtual/2018/poster/173}, } @inproceedings{neurips2020_rotated_60755, title = {{Rotated Binary Neural Network}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17530}, } @inproceedings{aaai2020_sparsity_103793, title = {{Sparsity-Inducing Binarized Neural Networks}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6900}, } @inproceedings{neurips2020_shiftaddnet_60827, title = {{ShiftAddNet: A Hardware-Inspired Deep Network}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/18395}, } @inproceedings{iclr2022_bibert_30878, title = {{BiBERT: Accurate Fully Binarized BERT}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6006}, } @inproceedings{neurips2018_heterogeneous_57198, title = {{Heterogeneous Bitwidth Binarization in Convolutional Neural Networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11398}, } @inproceedings{neurips2022_bit_66362, title = {{BiT: Robustly Binarized Multi-distilled Transformer}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55032}, } @inproceedings{aaai2021_sa_1300, title = {{SA-BNN: State-Aware Binary Neural Network}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/02091-sa-bnn-state-aware-binary-neural-network/}, } @inproceedings{cvpr2024_biper_22841, title = {{BiPer: Binary Neural Networks using a Periodic Function}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31446}, } @inproceedings{aaai2022_equal_2049, title = {{Equal Bits: Enforcing Equally Distributed Binary Network Weights}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/01491-equal-bits-enforcing-equally-distributed-binary-network-weights/}, } @inproceedings{neurips2019_the_59074, title = {{The Synthesis of XNOR Recurrent Neural Networks with Stochastic Logic}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/13907}, } @inproceedings{aaai2019_universal_101760, title = {{Universal Approximation Property and Equivalence of Stochastic Computing-Based Neural Networks and Binary Neural Networks}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4475}, } @inproceedings{cvpr2024_a_22672, title = {{A\&B BNN: Add\&Bit-Operation-Only Hardware-Friendly Binary Neural Network}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29447}, } @inproceedings{aaai2023_fast_3669, title = {{Fast and Accurate Binary Neural Networks Based on Depth-Width Reshaping}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26268}, } @inproceedings{neurips2024_neuralfuse_73844, title = {{NeuralFuse: Learning to Recover the Accuracy of Access-Limited Neural Network Inference in Low-Voltage Regimes}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93664}, } @inproceedings{icml2025_predicting_48112, title = {{Predicting High-precision Depth on Low-Precision Devices Using 2D Hilbert Curves}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44496}, } @inproceedings{neurips2025_g_79278, title = {{G-Net: A Provably Easy Construction of High-Accuracy Random Binary Neural Networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=nirpTMWOzt}, } @inproceedings{iclr2026_zeros_86900, title = {{Zeros can be Informative: Masked Binary U-Net for Image Segmentation on Tensor Cores}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=VG55KBaUDo}, } @inproceedings{iclr2026_bep_88171, title = {{BEP: A Binary Error Propagation Algorithm for Binary Neural Networks Training}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=jxtCMoZIu8}, } @inproceedings{aaai2026_semanticnn_106999, title = {{SemanticNN: Compressive and Error-Resilient Semantic Offloading for Extremely Weak Devices}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39351}, } @inproceedings{aaai2026_bd_107064, title = {{BD-Net: Has Depth-Wise Convolution Ever Been Applied in Binary Neural Networks?}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/39416}, } @inproceedings{aaai2026_fp_107691, title = {{FP=XINT: Representing Neural Networks via Low-Bit Series Basis Functions}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40043}, }