% Key papers for Abstract visual reasoning benchmarks (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2019_interpretable_14328, title = {{Interpretable and Fine-Grained Visual Explanations for Convolutional Neural Networks}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{neurips2017_learning_56445, title = {{Learning to See Physics via Visual De-animation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/8813}, } @inproceedings{neurips2019_are_57909, title = {{Are Disentangled Representations Helpful for Abstract Visual Reasoning?}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14345}, } @inproceedings{aaai2021_stratified_1432, title = {{Stratified Rule-Aware Network for Abstract Visual Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/01567-stratified-rule-aware-network-for-abstract-visual-reasoning/}, } @inproceedings{cvpr2024_instructdiffusion_23822, title = {{InstructDiffusion: A Generalist Modeling Interface for Vision Tasks}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29399}, } @inproceedings{cvpr2018_who_13736, title = {{Who Let the Dogs Out? Modeling Dog Behavior From Visual Data}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2018}, url = {https://openaccess.thecvf.com/content_cvpr_2018/html/Ehsani_Who_Let_the_CVPR_2018_paper.html}, } @inproceedings{cvpr2022_visual_20187, title = {{Visual Abductive Reasoning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{iclr2019_learning_29098, title = {{Learning to Make Analogies by Contrasting Abstract Relational Structure}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/943}, } @inproceedings{cvpr2022_nlx_19411, title = {{NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{cvpr2021_abstract_16558, title = {{Abstract Spatial-Temporal Reasoning via Probabilistic Abduction and Execution}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{neurips2018_toddler_57712, title = {{Toddler-Inspired Visual Object Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2018}, url = {https://nips.cc/virtual/2018/poster/11138}, } @inproceedings{cvpr2019_learning_14438, title = {{Learning to Explain With Complemental Examples}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2019}, } @inproceedings{cvpr2021_scale_17822, title = {{Scale-Localized Abstract Reasoning}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{icml2019_counterfactual_37257, title = {{Counterfactual Visual Explanations}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/4068}, } @inproceedings{neurips2024_text2cad_70542, title = {{Text2CAD: Generating Sequential CAD Designs from Beginner-to-Expert Level Text Prompts}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96571}, } @inproceedings{cvpr2022_bongard_18377, title = {{Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{aaai2017_sherlock_103935, title = {{Sherlock: Scalable Fact Learning in Images}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11214}, } @inproceedings{aaai2020_machine_100360, title = {{Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5489}, } @inproceedings{neurips2023_where_66912, title = {{Where are we in the search for an Artificial Visual Cortex for Embodied Intelligence?}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72734}, } @inproceedings{aaai2023_hierarchical_3830, title = {{Hierarchical ConViT with Attention-Based Relational Reasoner for Visual Analogical Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25072}, } @inproceedings{aaai2025_logicad_9815, title = {{LogicAD: Explainable Anomaly Detection via VLM-based Text Feature Extraction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32433}, } @inproceedings{aaai2024_learning_6492, title = {{Learning Visual Abstract Reasoning through Dual-Stream Networks}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29641}, } @inproceedings{aaai2024_one_6842, title = {{One Self-Configurable Model to Solve Many Abstract Visual Reasoning Problems}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29342}, } @inproceedings{cvpr2024_cadtalk_22894, title = {{CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30942}, } @inproceedings{aaai2024_revisiting_7147, title = {{Revisiting Disentanglement in Downstream Tasks: A Study on Its Necessity for Abstract Visual Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29354}, } @inproceedings{aaai2025_darr_8587, title = {{DARR: A Dual-Branch Arithmetic Regression Reasoning Framework for Solving Machine Number Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32127}, } @inproceedings{cvpr2025_sketchfusion_27685, title = {{SketchFusion: Learning Universal Sketch Features through Fusing Foundation Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32732}, } @inproceedings{iclr2025_lucidppn_81195, title = {{LucidPPN: Unambiguous Prototypical Parts Network for User-centric Interpretable Computer Vision}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30575}, } @inproceedings{aaai2024_towards_7617, title = {{Towards Robust Visual Understanding: from Recognition to Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30281}, } @inproceedings{aaai2025_a_7907, title = {{A Modal Logic of Optimality (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35286}, } @inproceedings{icml2024_slot_44926, title = {{Slot Abstractors: Toward Scalable Abstract Visual Reasoning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33526}, } @inproceedings{icml2025_beyond_48655, title = {{Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43966}, } @inproceedings{icml2026_can_54786, title = {{Can Vision Language Models Learn Intuitive Physics from Interaction?}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=sfVahQ4EWP}, } @inproceedings{neurips2025_cleverbirds_75034, title = {{CleverBirds: A Multiple-Choice Benchmark for Fine-grained Human Knowledge Tracing}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=3chgJBffVS}, } @inproceedings{neurips2025_dsrf_76306, title = {{DSRF: A Dynamic and Scalable Reasoning Framework for Solving RPMs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=I3Ep3gQUaw}, } @inproceedings{neurips2025_v_76822, title = {{V-CECE: Visual Counterfactual Explanations via Conceptual Edits}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=NKPud1Jnyt}, } @inproceedings{neurips2025_dexter_78152, title = {{DEXTER: Diffusion-Guided EXplanations with TExtual Reasoning for Vision Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=baBhSzaSHI}, } @inproceedings{iclr2025_genvp_82043, title = {{GenVP: Generating Visual Puzzles with Contrastive Hierarchical VAEs}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29743}, }