% Key papers for Long-context KV and memory attention (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{iclr2017_a_28216, title = {{A STRUCTURED SELF-ATTENTIVE SENTENCE EMBEDDING}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2017}, url = {https://openreview.net/forum?id=BJC_jUqxe}, } @inproceedings{neurips2020_minilm_60315, title = {{MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17311}, } @inproceedings{iclr2018_qanet_28396, title = {{QANet: Combining Local Convolution with Global Self-Attention for Reading Comprehension}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2018}, url = {https://openreview.net/forum?id=B14TlG-RW}, } @inproceedings{aaai2018_deep_105830, title = {{Deep Semantic Role Labeling With Self-Attention}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11928}, } @inproceedings{aaai2021_dialogxl_424, title = {{DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/13789-dialogxl-all-in-one-xlnet-for-multi-party-conversation-emotion-recognition/}, } @inproceedings{aaai2020_copymtl_103185, title = {{CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6495}, } @inproceedings{aaai2020_sg_103201, title = {{SG-Net: Syntax-Guided Machine Reading Comprehension}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6511}, } @inproceedings{aaai2020_interpretable_103095, title = {{Interpretable Rumor Detection in Microblogs by Attending to User Interactions}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6405}, } @inproceedings{aaai2021_entity_531, title = {{Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/14149-entity-structure-within-and-throughout-modeling-mention-dependencies-for-document-level-relation-extraction/}, } @inproceedings{cvpr2020_scatter_16152, title = {{SCATTER: Selective Context Attentional Scene Text Recognizer}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2020}, } @inproceedings{neurips2020_convbert_59597, title = {{ConvBERT: Improving BERT with Span-based Dynamic Convolution}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/16831}, } @inproceedings{aaai2018_event_105821, title = {{Event Detection via Gated Multilingual Attention Mechanism}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11919}, } @inproceedings{iclr2018_dcn_28498, title = {{DCN+: Mixed Objective And Deep Residual Coattention for Question Answering}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2018}, url = {https://iclr.cc/virtual/2018/poster/258}, } @inproceedings{iclr2020_monotonic_29547, title = {{Monotonic Multihead Attention}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=Hyg96gBKPS}, } @inproceedings{aaai2021_bridging_214, title = {{Bridging Towers of Multi-task Learning with a Gating Mechanism for Aspect-based Sentiment Analysis and Sequential Metaphor Identification}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/13534-bridging-towers-of-multi-task-learning-with-a-gating-mechanism-for-aspect-based-sentiment-analysis-and-sequential-metaphor-identification/}, } @inproceedings{aaai2021_context_308, title = {{Context-Guided BERT for Targeted Aspect-Based Sentiment Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/14094-context-guided-bert-for-targeted-aspect-based-sentiment-analysis/}, } @inproceedings{aaai2020_self_103032, title = {{Self-Attention Enhanced Selective Gate with Entity-Aware Embedding for Distantly Supervised Relation Extraction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6342}, } @inproceedings{neurips2022_squeezeformer_65640, title = {{Squeezeformer: An Efficient Transformer for Automatic Speech Recognition}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54855}, } @inproceedings{aaai2020_deep_103013, title = {{Deep Attentive Ranking Networks for Learning to Order Sentences}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6323}, } @inproceedings{icml2022_branchformer_40299, title = {{Branchformer: Parallel MLP-Attention Architectures to Capture Local and Global Context for Speech Recognition and Understanding}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/18225}, } @inproceedings{cvpr2024_low_24035, title = {{Low-Rank Approximation for Sparse Attention in Multi-Modal LLMs}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30084}, } @inproceedings{neurips2025_gated_74825, title = {{Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=1b7whO4SfY}, } @inproceedings{aaai2024_arithmetic_5208, title = {{Arithmetic Feature Interaction Is Necessary for Deep Tabular Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29033}, } @inproceedings{neurips2024_arkvale_70473, title = {{ArkVale: Efficient Generative LLM Inference with Recallable Key-Value Eviction}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96635}, } @inproceedings{iclr2025_tabm_82201, title = {{TabM: Advancing tabular deep learning with parameter-efficient ensembling}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29590}, } @inproceedings{aaai2024_fast_5975, title = {{Fast and Knowledge-Free Deep Learning for General Game Playing (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30480}, } @inproceedings{iclr2024_compressed_33671, title = {{Compressed Context Memory for Online Language Model Interaction}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19404}, } @inproceedings{iclr2024_zoology_34215, title = {{Zoology: Measuring and Improving Recall in Efficient Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18860}, } @inproceedings{icml2024_from_43556, title = {{From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34896}, } @inproceedings{aaai2025_bert_8210, title = {{BERT-Based Code Learning for Exception Localization and Type Prediction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32090}, } @inproceedings{iclr2024_masked_34392, title = {{Masked Autoencoders with Multi-Window Local-Global Attention Are Better Audio Learners}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18683}, } @inproceedings{icml2024_dijiang_43278, title = {{DiJiang: Efficient Large Language Models through Compact Kernelization}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/35174}, } @inproceedings{icml2025_gumiho_45857, title = {{Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46686}, } @inproceedings{icml2025_tabflex_47956, title = {{TabFlex: Scaling Tabular Learning to Millions with Linear Attention}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44649}, } @inproceedings{icml2025_catekv_48879, title = {{CateKV: On Sequential Consistency for Long-Context LLM Inference Acceleration}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43744}, } @inproceedings{icml2026_the_51914, title = {{The Devil is in the Spectrum: Mitigating Representation Collapse in LLMs via Topologically Regularized Side-Path}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=R49Bwg8WZ6}, } @inproceedings{icml2026_sparse_52224, title = {{(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=Trfut9gSjY}, } @inproceedings{icml2026_limix_52749, title = {{LimiX-2M: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=YjYPYg112A}, } @inproceedings{icml2026_dustin_52782, title = {{Dustin: Draft-Augmented Sparse Verification for Efficient Long-Context Generation with Speculative Decoding}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=Z1Ju4QIZmg}, } @inproceedings{icml2026_meg_53159, title = {{MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=cefix4VmhS}, }