% Key papers for Logical query answering and rule reasoning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{iclr2018_go_28643,
  title = {{Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge Bases using Reinforcement Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2018},
  url = {https://iclr.cc/virtual/2018/poster/50},
}

@inproceedings{aaai2018_knowledge_105820,
  title = {{Knowledge Graph Embedding With Iterative Guidance From Soft Rules}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/11918},
}

@inproceedings{aaai2020_graph_103054,
  title = {{Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6364},
}

@inproceedings{neurips2018_symbolic_57670,
  title = {{Symbolic Graph Reasoning Meets Convolutions}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11198},
}

@inproceedings{aaai2021_communicative_272,
  title = {{Communicative Message Passing for Inductive Relation Reasoning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2021},
  url = {https://aaai.org/papers/04294-communicative-message-passing-for-inductive-relation-reasoning/},
}

@inproceedings{neurips2019_probabilistic_58839,
  title = {{Probabilistic Logic Neural Networks for Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/13851},
}

@inproceedings{neurips2020_beta_59453,
  title = {{Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/18271},
}

@inproceedings{aaai2022_fuzzy_2139,
  title = {{Fuzzy Logic Based Logical Query Answering on Knowledge Graphs}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/03939-fuzzy-logic-based-logical-query-answering-on-knowledge-graphs/},
}

@inproceedings{neurips2019_drum_58082,
  title = {{DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/14431},
}

@inproceedings{aaai2016_column_104750,
  title = {{Column-Oriented Datalog Materialization for Large Knowledge Graphs}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2016},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/9993},
}

@inproceedings{aaai2019_atp_99701,
  title = {{ATP: Directed Graph Embedding with Asymmetric Transitivity Preservation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/3794},
}

@inproceedings{aaai2020_reasoning_102326,
  title = {{Reasoning on Knowledge Graphs with Debate Dynamics}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6600},
}

@inproceedings{neurips2021_cone_62319,
  title = {{ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge Graphs}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/28326},
}

@inproceedings{iclr2021_complex_30226,
  title = {{Complex Query Answering with Neural Link Predictors}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2021},
  url = {https://iclr.cc/virtual/2021/poster/3140},
}

@inproceedings{aaai2024_mines_6583,
  title = {{MINES: Message Intercommunication for Inductive Relation Reasoning over Neighbor-Enhanced Subgraphs}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28935},
}

@inproceedings{iclr2020_differentiable_29796,
  title = {{Differentiable learning of numerical rules in knowledge graphs}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2020},
  url = {https://openreview.net/forum?id=rJleKgrKwS},
}

@inproceedings{aaai2019_approximate_101327,
  title = {{Approximate Stream Reasoning with Metric Temporal Logic under Uncertainty}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4127},
}

@inproceedings{icml2022_neural_40888,
  title = {{Neural-Symbolic Models for Logical Queries on Knowledge Graphs}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2022},
  url = {https://icml.cc/virtual/2022/poster/16233},
}

@inproceedings{iclr2023_neural_32285,
  title = {{Neural Compositional Rule Learning for Knowledge Graph Reasoning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/10932},
}

@inproceedings{aaai2019_querying_101322,
  title = {{Querying Attributed DL-Lite Ontologies Using Provenance Semirings}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4122},
}

@inproceedings{aaai2024_neste_6757,
  title = {{NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28772},
}

@inproceedings{neurips2024_a_72458,
  title = {{A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94900},
}

@inproceedings{iclr2024_towards_35054,
  title = {{Towards Foundation Models for Knowledge Graph Reasoning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18020},
}

@inproceedings{neurips2024_a_71554,
  title = {{A Foundation Model for Zero-shot Logical Query Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95712},
}

@inproceedings{neurips2025_towards_79929,
  title = {{Towards Graph Foundation Models: Training on Knowledge Graphs Enables Transferability to General Graphs}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=uKSr3KgEqV},
}

@inproceedings{aaai2025_rule_10583,
  title = {{Rule-Guided Graph Neural Networks for Explainable Knowledge Graph Reasoning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33394},
}

@inproceedings{icml2024_knowformer_43888,
  title = {{KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34564},
}

@inproceedings{iclr2024_less_34394,
  title = {{Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge Graphs}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18681},
}

@inproceedings{neurips2025_duetgraph_79593,
  title = {{DuetGraph: Coarse-to-Fine Knowledge Graph Reasoning with Dual-Pathway Global-Local Fusion}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=r029oluPS7},
}

@inproceedings{aaai2026_numcoke_106346,
  title = {{NumCoKE: Ordinal-Aware Numerical Reasoning over Knowledge Graphs with Mixture-of-Experts and Contrastive Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/38653},
}

@inproceedings{aaai2024_neuro_6771,
  title = {{Neuro-Symbolic Integration for Reasoning and Learning on Knowledge Graphs}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30415},
}

@inproceedings{aaai2025_an_8099,
  title = {{An And-Sum Circuit with Signed Edges That Is More Succinct than SDD}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33656},
}

@inproceedings{aaai2025_representation_10518,
  title = {{Representation Learning Based Predicate Invention on Knowledge Graphs}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33468},
}

@inproceedings{icml2025_how_48471,
  title = {{How Expressive are Knowledge Graph Foundation Models?}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/44147},
}

@inproceedings{icml2026_beyond_49735,
  title = {{Beyond Explicit Edges: Robust Reasoning over Noisy and Sparse Knowledge Graphs}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=5F0ddHN3TP},
}

@inproceedings{icml2026_rsf_53763,
  title = {{RSF-GLLM: Bridging the Semantic Gap in Multi-Hop Knowledge Graph QA via Recurrent Soft-Flow and Decoupled LLM Generation}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=iSNHlYLxsw},
}

@inproceedings{icml2026_conformal_54633,
  title = {{Conformal Path Reasoning: Trustworthy Knowledge Graph Question Answering via Path-Level Calibration}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=qxdeq2sKGW},
}

@inproceedings{iclr2026_query_88474,
  title = {{Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=n28wnc2QTc},
}

@inproceedings{neurips2026_ngdb_90957,
  title = {{NGDB-Zoo: Towards Efficient and Scalable Neural Graph Databases Training}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/154653},
}