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NeurIPS 2023: all accepted papers

3,540 papers · page 1 of 36 · the most cited first · ← NeurIPS 2023

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  1. QLoRA: Efficient Finetuning of Quantized LLMsTim Dettmers, Artidoro Pagnoni, Ari Holtzman et al.1,428 citations
  2. Judging LLM-as-a-Judge with MT-Bench and Chatbot ArenaLianmin Zheng, Wei-Lin Chiang, Ying Sheng et al.1,417 citations
  3. Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu et al.1,404 citations
  4. Tree of Thoughts: Deliberate Problem Solving with Large Language ModelsShunyu Yao, Dian Yu, Jeffrey Zhao et al.1,013 citations
  5. Toolformer: Language Models Can Teach Themselves to Use ToolsTimo Schick, Jane Dwivedi-Yu, Roberto Dessì et al.997 citations · our summary
  6. Reflexion: language agents with verbal reinforcement learningNoah Shinn, Federico Cassano, Ashwin Gopinath et al.930 citations · our summary
  7. Self-Refine: Iterative Refinement with Self-FeedbackAman Madaan, Niket Tandon, Prakhar Gupta et al.618 citations
  8. LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One DayChunyuan Li, Cliff Wong, Sheng Zhang et al.485 citations · our summary
  9. Direct Preference Optimization: Your Language Model is Secretly a Reward ModelRafael Rafailov, Archit Sharma, Eric Mitchell et al.474 citations
  10. Gold-YOLO: Efficient Object Detector via Gather-and-Distribute MechanismChengcheng Wang, Wei He, Ying Nie et al.403 citations
  11. InstructBLIP: Towards General-purpose Vision-Language Models with Instruction TuningWenliang Dai, Junnan Li, Dongxu Li et al.398 citations
  12. HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging FaceYongliang Shen, Kaitao Song, Xu Tan et al.382 citations · our summary
  13. Mathematical Capabilities of ChatGPTSimon Frieder, Luca Pinchetti, Chevalier Chevalier et al.312 citations · our summary
  14. One Fits All: Power General Time Series Analysis by Pretrained LMTian Zhou, Peisong Niu, Xue Wang et al.295 citations
  15. Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code GenerationJiawei Liu, Chunqiu Steven Xia, Yuyao Wang et al.291 citations · our summary
  16. CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model SocietyGuohao Li, Hasan Abed Al Kader Hammoud, Hani Itani et al.274 citations · our summary
  17. ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score DistillationZhengyi Wang, Cheng Lu, Yikai Wang et al.237 citations
  18. Segment Everything Everywhere All at OnceXueyan Zou, Jianwei Yang, Hao Zhang et al.235 citations
  19. ImageReward: Learning and Evaluating Human Preferences for Text-to-Image GenerationJiazheng Xu, Xiao Liu, Yuchen Wu et al.226 citations
  20. Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought PromptingMiles Turpin, Julian Michael, Ethan Perez et al.222 citations · our summary
  21. DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-CorrectionMohammadreza Pourreza, Davood Rafiei219 citations · our summary
  22. Jailbroken: How Does LLM Safety Training Fail?Alexander Wei, Nika Haghtalab, Jacob Steinhardt216 citations · our summary
  23. Frequency-domain MLPs are More Effective Learners in Time Series ForecastingKun Yi, Qi Zhang, Wei Fan et al.214 citations
  24. Symbolic Discovery of Optimization AlgorithmsXiangning Chen, Chen Liang, Da Huang et al.210 citations
  25. LIMA: Less Is More for AlignmentChunting Zhou, Pengfei Liu, Puxin Xu et al.199 citations
  26. Large Language Models Are Zero-Shot Time Series ForecastersNate Gruver, Marc Finzi, Shikai Qiu et al.192 citations
  27. Language Is Not All You Need: Aligning Perception with Language ModelsShaohan Huang, Li Dong, Wenhui Wang et al.191 citations · our summary
  28. Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLsJinyang Li, Binyuan Hui, Ge Qu et al.184 citations · our summary
  29. Are Emergent Abilities of Large Language Models a Mirage?Rylan Schaeffer, Brando Miranda, Sanmi Koyejo177 citations · our summary
  30. VisionLLM: Large Language Model is also an Open-Ended Decoder for Vision-Centric TasksWenhai Wang, Zhe Chen, Xiaokang Chen et al.162 citations
  31. Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image GenerationYuval Kirstain, Adam Polyak, Uriel Singer et al.155 citations
  32. LLM-Pruner: On the Structural Pruning of Large Language ModelsXinyin Ma, Gongfan Fang, Xinchao Wang150 citations · our summary
  33. ResShift: Efficient Diffusion Model for Image Super-resolution by Residual ShiftingZongsheng Yue, Jianyi Wang, Chen Change Loy148 citations
  34. Objaverse-XL: A Universe of 10M+ 3D ObjectsMatt Deitke, Ruoshi Liu, Matthew Wallingford et al.146 citations
  35. One-2-3-45: Any Single Image to 3D Mesh in 45 Seconds without Per-Shape OptimizationMinghua Liu, Chao Xu, Haian Jin et al.141 citations
  36. Cold Diffusion: Inverting Arbitrary Image Transforms Without NoiseArpit Bansal, Eitan Borgnia, Hong-Min Chu et al.139 citations
  37. Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defenseKalpesh Krishna, Yixiao Song, Marzena Karpinska et al.134 citations · our summary
  38. Simple and Controllable Music GenerationJade Copet, Felix Kreuk, Itai Gat et al.134 citations
  39. High-Fidelity Audio Compression with Improved RVQGANIshaan Kumar, Prem Seetharaman, Alejandro Luebs et al.128 citations
  40. Global Structure-Aware Diffusion Process for Low-light Image EnhancementJunhui Hou, Zhiyu Zhu, Junhui Hou et al.125 citations
  41. LayoutGPT: Compositional Visual Planning and Generation with Large Language ModelsWeixi Feng, Wanrong Zhu, Tsu-Jui Fu et al.125 citations
  42. MotionGPT: Human Motion as a Foreign LanguageBiao Jiang, Xin Chen, Wen LIU et al.122 citations
  43. Chameleon: Plug-and-Play Compositional Reasoning with Large Language ModelsPan Lu, Baolin Peng, Hao Cheng et al.120 citations · our summary
  44. Recommender Systems with Generative RetrievalShashank Rajput, Nikhil Mehta, Anima Singh et al.119 citations
  45. 3D-LLM: Injecting the 3D World into Large Language ModelsYining Hong, Haoyu Zhen, Peihao Chen et al.117 citations
  46. Uni-ControlNet: All-in-One Control to Text-to-Image Diffusion ModelsShihao Zhao, Dongdong Chen, Yen-Chun Chen et al.117 citations
  47. When Do Neural Nets Outperform Boosted Trees on Tabular Data?Duncan C. McElfresh, Sujay Khandagale, Jonathan Valverde et al.116 citations
  48. BLIP-Diffusion: Pre-trained Subject Representation for Controllable Text-to-Image Generation and EditingDongxu Li, Junnan Li, Steven C. H. Hoi115 citations
  49. LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot LearningBo Liu, Yifeng Zhu, Chongkai Gao et al.115 citations
  50. VanillaNet: the Power of Minimalism in Deep LearningHanting Chen, Yunhe Wang, Jianyuan Guo et al.115 citations
  51. Mind2Web: Towards a Generalist Agent for the WebXiang Deng, Yu Gu, Boyuan Zheng et al.111 citations · our summary
  52. OpenAGI: When LLM Meets Domain ExpertsYingqiang Ge, Wenyue Hua, Kai Mei et al.108 citations
  53. Faith and Fate: Limits of Transformers on CompositionalityNouha Dziri, Ximing Lu, Melanie Sclar et al.106 citations · our summary
  54. DataComp: In search of the next generation of multimodal datasetsSamir Yitzhak Gadre, Gabriel Ilharco, Alex Fang et al.105 citations
  55. GenEval: An object-focused framework for evaluating text-to-image alignmentDhruba Ghosh, Hannaneh Hajishirzi, Ludwig Schmidt103 citations
  56. Inference-Time Intervention: Eliciting Truthful Answers from a Language ModelKenneth Li, Oam Patel, Fernanda Viégas et al.102 citations · our summary
  57. PromptIR: Prompting for All-in-One Image RestorationVaishnav Potlapalli, Syed Waqas Zamir, Fahad Shahbaz Khan et al.102 citations
  58. Segment Anything in High QualityLei Ke, Mingqiao Ye, Martin Danelljan et al.102 citations
  59. FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph PerspectiveKun Yi, Qi Zhang, Wei Fan et al.101 citations
  60. H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language ModelsZhenyu Zhang, Ying Sheng, Tianyi Zhou et al.101 citations
  61. Occ3D: A Large-Scale 3D Occupancy Prediction Benchmark for Autonomous DrivingXiaoyu Tian, Tao Jiang, Longfei Yun et al.100 citations
  62. Emergent Correspondence from Image DiffusionLuming Tang, Menglin Jia, Qianqian Wang et al.99 citations
  63. GenImage: A Million-Scale Benchmark for Detecting AI-Generated ImageMingjian Zhu, Hanting Chen, Qiangyu Yan et al.99 citations
  64. What can Large Language Models do in chemistry? A comprehensive benchmark on eight tasksTaicheng Guo, Kehan Guo, Bozhao Nan et al.94 citations
  65. DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic DataStephanie Fu, Netanel Y. Tamir, Shobhita Sundaram et al.92 citations
  66. SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything ModelDi Wang, Jing Zhang, Bo Du et al.92 citations
  67. Spike-driven TransformerMan Yao, Jiakui Hu, Zhaokun Zhou et al.92 citations
  68. VideoComposer: Compositional Video Synthesis with Motion ControllabilityXiang Wang, Hangjie Yuan, Shiwei Zhang et al.88 citations
  69. Scaling Open-Vocabulary Object DetectionMatthias Minderer, Alexey A. Gritsenko, Neil Houlsby87 citations
  70. DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT ModelsBoxin Wang, Weixin Chen, Hengzhi Pei et al.86 citations · our summary
  71. On the Planning Abilities of Large Language Models - A Critical InvestigationKarthik Valmeekam, Matthew Marquez, Sarath Sreedharan et al.86 citations
  72. Large Language Model as Attributed Training Data Generator: A Tale of Diversity and BiasYue Yu, Yuchen Zhuang, Jieyu Zhang et al.83 citations · our summary
  73. Towards Better Dynamic Graph Learning: New Architecture and Unified LibraryLe Yu, Leilei Sun, Bowen Du et al.83 citations
  74. Koopa: Learning Non-stationary Time Series Dynamics with Koopman PredictorsYong Liu, Chenyu Li, Jianmin Wang et al.82 citations
  75. Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature GroupingChunming He, Kai Li, Yachao Zhang et al.82 citations
  76. Unexpected Improvements to Expected Improvement for Bayesian OptimizationSebastian Ament, Samuel Daulton, David Eriksson et al.81 citations
  77. Language Models can Solve Computer TasksGeunwoo Kim, Pierre Baldi, Stephen McAleer80 citations · our summary
  78. TIES-Merging: Resolving Interference When Merging ModelsPrateek Yadav, Derek Tam, Leshem Choshen et al.79 citations · our summary
  79. Deep Patch Visual OdometryZachary Teed, Lahav Lipson, Jia Hao Deng78 citations
  80. DeepfakeBench: A Comprehensive Benchmark of Deepfake DetectionZhiyuan Yan, Yong Zhang, Zhiyuan Yan et al.76 citations
  81. MagicBrush: A Manually Annotated Dataset for Instruction-Guided Image EditingKai Zhang, Lingbo Mo, Wenhu Chen et al.75 citations
  82. Principle-Driven Self-Alignment of Language Models from Scratch with Minimal Human SupervisionZhiqing Sun, Yikang Shen, Qinhong Zhou et al.75 citations · our summary
  83. Large Language Models as Commonsense Knowledge for Large-Scale Task PlanningZirui Zhao, Wee Sun Lee, David Hsu74 citations
  84. On Evaluating Adversarial Robustness of Large Vision-Language ModelsYunqing Zhao, Tianyu Pang, Chao Du et al.74 citations
  85. EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language UnderstandingKarttikeya Mangalam, Raiymbek Akshulakov, Jitendra Malik72 citations
  86. SimMTM: A Simple Pre-Training Framework for Masked Time-Series ModelingJiaxiang Dong, Haixu Wu, Haoran Zhang et al.72 citations
  87. A Tale of Two Features: Stable Diffusion Complements DINO for Zero-Shot Semantic CorrespondenceJunyi Zhang, Charles Herrmann, Junhwa Hur et al.71 citations
  88. BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference DatasetJiaming Ji, Mickel Liu, Josef Dai et al.70 citations · our summary
  89. OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text DocumentsHugo Laurençon, Lucile Saulnier, Léo Tronchon et al.70 citations · our summary
  90. UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion ModelsWenliang Zhao, Lujia Bai, Yongming Rao et al.70 citations
  91. AlpacaFarm: A Simulation Framework for Methods that Learn from Human FeedbackYann Dubois, Xuechen Li, Rohan Taori et al.68 citations · our summary
  92. Diffusion Self-Guidance for Controllable Image GenerationDave Epstein, Allan Jabri, Ben Poole et al.68 citations
  93. PointGPT: Auto-regressively Generative Pre-training from Point CloudsGuangyan Chen, Meiling Wang, Yi Ping Yang et al.68 citations
  94. Reconstructing the Mind's Eye: fMRI-to-Image with Contrastive Learning and Diffusion PriorsPaul S. Scotti, Atmadeep Banerjee, Jimmie Goode et al.68 citations
  95. LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language ModelsNeel Guha, Julian Nyarko, Daniel E. Ho et al.67 citations
  96. Optimizing Prompts for Text-to-Image GenerationYaru Hao, Zewen Chi, Li Dong et al.67 citations
  97. Realistic Synthetic Financial Transactions for Anti-Money Laundering ModelsErik Altman, Jovan Blanuša, Luc Von Niederhäusern et al.67 citations
  98. Towards Automated Circuit Discovery for Mechanistic InterpretabilityArthur Conmy, Augustine N. Mavor-Parker, Aengus Lynch et al.67 citations
  99. Voicebox: Text-Guided Multilingual Universal Speech Generation at ScaleMatthew Le, Apoorv Vyas, Bowen Shi et al.67 citations
  100. Fine-Tuning Language Models with Just Forward PassesSadhika Malladi, Tianyu Gao, Eshaan Nichani et al.66 citations

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