% Key papers for Zero-shot robustness and transfer (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2018_generalizing_105932, title = {{Generalizing and Improving Bilingual Word Embedding Mappings with a Multi-Step Framework of Linear Transformations}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11992}, } @inproceedings{iclr2020_multilingual_29767, title = {{Multilingual Alignment of Contextual Word Representations}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2020}, url = {https://openreview.net/forum?id=r1xCMyBtPS}, } @inproceedings{neurips2020_pre_60600, title = {{Pre-training via Paraphrasing}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/19073}, } @inproceedings{cvpr2022_batchformer_18350, title = {{BatchFormer: Learning To Explore Sample Relationships for Robust Representation Learning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{neurips2016_learning_55816, title = {{Learning Deep Parsimonious Representations}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/7202}, } @inproceedings{icml2018_generalization_36711, title = {{Generalization without Systematicity: On the Compositional Skills of Sequence-to-Sequence Recurrent Networks}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2018}, url = {https://icml.cc/virtual/2018/poster/1938}, } @inproceedings{icml2023_prompting_43195, title = {{Prompting Large Language Model for Machine Translation: A Case Study}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/25083}, } @inproceedings{aaai2023_universal_4907, title = {{Universal Information Extraction as Unified Semantic Matching}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26563}, } @inproceedings{aaai2020_ma_103012, title = {{MA-DST: Multi-Attention-Based Scalable Dialog State Tracking}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6322}, } @inproceedings{icml2025_perteval_48823, title = {{PertEval-scFM: Benchmarking Single-Cell Foundation Models for Perturbation Effect Prediction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43799}, } @inproceedings{aaai2021_proxy_1212, title = {{Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/01460-proxy-synthesis-learning-with-synthetic-classes-for-deep-metric-learning/}, } @inproceedings{neurips2022_compositional_63734, title = {{Compositional generalization through abstract representations in human and artificial neural networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54735}, } @inproceedings{cvpr2017_automatic_12074, title = {{Automatic Discovery, Association Estimation and Learning of Semantic Attributes for a Thousand Categories}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2017}, } @inproceedings{neurips2018_supervising_57668, title = {{Supervising Unsupervised Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11489}, } @inproceedings{cvpr2025_vesselfm_28195, title = {{vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33036}, } @inproceedings{neurips2022_generspeech_65526, title = {{GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-to-Speech}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54425}, } @inproceedings{neurips2023_ehrshot_67313, title = {{EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73656}, } @inproceedings{iclr2021_contrastive_30137, title = {{Contrastive Syn-to-Real Generalization}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/2949}, } @inproceedings{aaai2024_stylesinger_7436, title = {{StyleSinger: Style Transfer for Out-of-Domain Singing Voice Synthesis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29932}, } @inproceedings{aaai2023_multi_4194, title = {{Multi-Label Few-Shot ICD Coding as Autoregressive Generation with Prompt}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25668}, } @inproceedings{aaai2024_synergistic_7460, title = {{Synergistic Anchored Contrastive Pre-training for Few-Shot Relation Extraction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29838}, } @inproceedings{cvpr2024_mode_24160, title = {{MoDE: CLIP Data Experts via Clustering}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31349}, } @inproceedings{aaai2024_phoneme_6951, title = {{Phoneme Hallucinator: One-Shot Voice Conversion via Set Expansion}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29411}, } @inproceedings{aaai2024_sig_7228, title = {{SIG: Speaker Identification in Literature via Prompt-Based Generation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29870}, } @inproceedings{aaai2024_combining_5432, title = {{Combining Multiple Supervision for Robust Zero-Shot Dense Retrieval}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29755}, } @inproceedings{cvpr2024_incorporating_23794, title = {{Incorporating Geo-Diverse Knowledge into Prompting for Increased Geographical Robustness in Object Recognition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29612}, } @inproceedings{aaai2025_tncse_10910, title = {{TNCSE: Tensor Norm Constraints for Unsupervised Contrastive Learning of Sentence Embeddings}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34816}, } @inproceedings{iclr2024_understanding_35395, title = {{Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17678}, } @inproceedings{cvpr2025_towards_27926, title = {{Towards Source-Free Machine Unlearning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34266}, } @inproceedings{neurips2024_few_71263, title = {{Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97780}, } @inproceedings{neurips2024_how_71690, title = {{How Molecules Impact Cells: Unlocking Contrastive PhenoMolecular Retrieval}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95593}, } @inproceedings{neurips2024_eevr_74048, title = {{EEVR: A Dataset of Paired Physiological Signals and Textual Descriptions for Joint Emotion Representation Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://openreview.net/forum?id=qgzdGyQcDt}, } @inproceedings{neurips2025_transfertraj_77773, title = {{TransferTraj: A Vehicle Trajectory Learning Model for Region and Task Transferability}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=XQ87Vo9GIz}, } @inproceedings{neurips2025_chromfound_79799, title = {{ChromFound: Towards A Universal Foundation Model for Single-Cell Chromatin Accessibiltiy Data}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=t5ylXsc2Es}, } @inproceedings{neurips2025_multi_80233, title = {{Multi-dataset Joint Pre-training of Emotional EEG Enables Generalizable Affective Computing}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=xaxuzubN31}, } @inproceedings{iclr2026_relational_88857, title = {{Relational Transformer: Toward Zero-Shot Foundation Models for Relational Data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=rpPtgMC5s9}, } @inproceedings{aaai2026_training_104904, title = {{Training and Inference Within 1 Second – Tackle Cross-Sensor Degradation of Real-World Pansharpening with Efficient Residual Feature Tailoring}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38093}, }