% Key papers for Fine-tuning for reasoning data (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{icml2024_cell2sentence_43872, title = {{Cell2Sentence: Teaching Large Language Models the Language of Biology}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34580}, } @inproceedings{neurips2023_how_69880, title = {{How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73425}, } @inproceedings{cvpr2023_lana_21304, title = {{LANA: A Language-Capable Navigator for Instruction Following and Generation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21343}, } @inproceedings{iclr2024_fine_35535, title = {{Fine-Tuned Language Models Generate Stable Inorganic Materials as Text}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17538}, } @inproceedings{iclr2024_openchat_33812, title = {{OpenChat: Advancing Open-source Language Models with Mixed-Quality Data}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19263}, } @inproceedings{neurips2024_recursive_71133, title = {{Recursive Introspection: Teaching Language Model Agents How to Self-Improve}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96089}, } @inproceedings{iclr2023_dataless_32288, title = {{Dataless Knowledge Fusion by Merging Weights of Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11949}, } @inproceedings{neurips2025_videorft_75062, title = {{VideoRFT: Incentivizing Video Reasoning Capability in MLLMs via Reinforced Fine-Tuning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=3pORFyKzh1}, } @inproceedings{iclr2024_datainf_33791, title = {{DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19284}, } @inproceedings{icml2024_cogbench_44352, title = {{CogBench: a large language model walks into a psychology lab}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34100}, } @inproceedings{neurips2024_comback_74368, title = {{ComBack: A Versatile Dataset for Enhancing Compiler Backend Development Efficiency}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97455}, } @inproceedings{aaai2024_amplifying_5169, title = {{Amplifying Diversity and Quality in Commonsense Knowledge Graph Completion (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30531}, } @inproceedings{iclr2024_towards_34578, title = {{Towards Green AI in Fine-tuning Large Language Models via Adaptive Backpropagation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18496}, } @inproceedings{iclr2024_understanding_34582, title = {{Understanding Catastrophic Forgetting in Language Models via Implicit Inference}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18492}, } @inproceedings{iclr2024_fine_33762, title = {{Fine-Tuning Enhances Existing Mechanisms: A Case Study on Entity Tracking}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19313}, } @inproceedings{neurips2024_a_71284, title = {{A Critical Evaluation of AI Feedback for Aligning Large Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95962}, } @inproceedings{neurips2024_hints_71553, title = {{Hints-In-Browser: Benchmarking Language Models for Programming Feedback Generation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97759}, } @inproceedings{aaai2026_star_108784, title = {{STAR-1: Safer Alignment of Reasoning LLMs with 1K Data}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/41136}, } @inproceedings{icml2023_task_42277, title = {{Task-Specific Skill Localization in Fine-tuned Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/23540}, } @inproceedings{icml2024_understanding_44856, title = {{Understanding Finetuning for Factual Knowledge Extraction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33596}, } @inproceedings{neurips2024_opendebateevidence_70404, title = {{OpenDebateEvidence: A Massive-Scale Argument Mining and Summarization Dataset}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97854}, } @inproceedings{neurips2024_mammoth2_74572, title = {{MAmmoTH2: Scaling Instructions from the Web}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93014}, } @inproceedings{neurips2025_deepvideo_74918, title = {{DeepVideo-R1: Video Reinforcement Fine-Tuning via Difficulty-aware Regressive GRPO}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=2YPypUwWIv}, } @inproceedings{neurips2025_on_75377, title = {{On the Loss of Context Awareness in General Instruction Fine-tuning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=7OdU0LYXLr}, }