% Key papers for Retrieval-augmented reasoning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{icml2020_retrieval_38700, title = {{Retrieval Augmented Language Model Pre-Training}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/6294}, } @inproceedings{neurips2022_autoregressive_65268, title = {{Autoregressive Search Engines: Generating Substrings as Document Identifiers}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/54916}, } @inproceedings{iclr2023_promptagator_32971, title = {{Promptagator: Few-shot Dense Retrieval From 8 Examples}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/10937}, } @inproceedings{iclr2023_recitation_31893, title = {{Recitation-Augmented Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/10962}, } @inproceedings{cvpr2025_omnidocbench_27120, title = {{OmniDocBench: Benchmarking Diverse PDF Document Parsing with Comprehensive Annotations}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34400}, } @inproceedings{iclr2024_raptor_34041, title = {{RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19034}, } @inproceedings{aaai2022_improving_2233, title = {{Improving Biomedical Information Retrieval with Neural Retrievers}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/11038-improving-biomedical-information-retrieval-with-neural-retrievers/}, } @inproceedings{neurips2022_decoupling_64873, title = {{Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55175}, } @inproceedings{aaai2022_novelty_2478, title = {{Novelty Controlled Paraphrase Generation with Retrieval Augmented Conditional Prompt Tuning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/10535-novelty-controlled-paraphrase-generation-with-retrieval-augmented-conditional-prompt-tuning/}, } @inproceedings{aaai2022_retgen_2643, title = {{RetGen: A Joint Framework for Retrieval and Grounded Text Generation Modeling}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/11739-retgen-a-joint-framework-for-retrieval-and-grounded-text-generation-modeling/}, } @inproceedings{iclr2024_making_34677, title = {{Making Retrieval-Augmented Language Models Robust to Irrelevant Context}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18397}, } @inproceedings{icml2022_neuro_40891, title = {{Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/16305}, } @inproceedings{neurips2020_retrieval_60716, title = {{Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17793}, } @inproceedings{aaai2017_efficiently_105983, title = {{Efficiently Mining High Quality Phrases from Texts}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11012}, } @inproceedings{aaai2023_dyrren_3514, title = {{DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26543}, } @inproceedings{aaai2021_a_60, title = {{A Unified Pretraining Framework for Passage Ranking and Expansion}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/04555-a-unified-pretraining-framework-for-passage-ranking-and-expansion/}, } @inproceedings{iclr2024_ra_33513, title = {{RA-DIT: Retrieval-Augmented Dual Instruction Tuning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19562}, } @inproceedings{iclr2025_generative_81184, title = {{Generative Representational Instruction Tuning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30586}, } @inproceedings{aaai2025_improving_9539, title = {{Improving Retrieval Augmented Language Model with Self-Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34743}, } @inproceedings{aaai2025_maferw_9890, title = {{MaFeRw: Query Rewriting with Multi-Aspect Feedbacks for Retrieval-Augmented Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34732}, } @inproceedings{aaai2024_scispace_7272, title = {{SciSpace Copilot: Empowering Researchers through Intelligent Reading Assistance}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30578}, } @inproceedings{iclr2024_recomp_35188, title = {{RECOMP: Improving Retrieval-Augmented LMs with Context Compression and Selective Augmentation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17885}, } @inproceedings{aaai2024_from_6062, title = {{From Retrieval to Generation: A Simple and Unified Generative Model for End-to-End Task-Oriented Dialogue}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29745}, } @inproceedings{aaai2024_querysum_7045, title = {{QuerySum: A Multi-Document Query-Focused Summarization Dataset Augmented with Similar Query Clusters}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29836}, } @inproceedings{aaai2024_gear_6083, title = {{GEAR-Up: Generative AI and External Knowledge-Based Retrieval: Upgrading Scholarly Article Searches for Systematic Reviews}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30577}, } @inproceedings{iclr2024_adaptive_34722, title = {{Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18352}, } @inproceedings{icml2024_instructretro_44325, title = {{InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34127}, } @inproceedings{neurips2024_approaching_71298, title = {{Approaching Human-Level Forecasting with Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95949}, } @inproceedings{aaai2025_mrr_9871, title = {{MRR-FV: Unlocking Complex Fact Verification with Multi-Hop Retrieval and Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34802}, } @inproceedings{iclr2025_inference_81434, title = {{Inference Scaling for Long-Context Retrieval Augmented Generation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30339}, } @inproceedings{neurips2024_exploratory_71717, title = {{Exploratory Retrieval-Augmented Planning For Continual Embodied Instruction Following}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95569}, } @inproceedings{neurips2025_iterative_79709, title = {{Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=s9NkfkUuEr}, } @inproceedings{aaai2025_espresso_8882, title = {{ESPRESSO: An Effective Approach to Passage Retrieval for High-Quality Conversational Recommender Systems}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33300}, }