NeurIPS Best Paper Awards winners by year
NeurIPS · Paper award · usually Nov or Dec · next expected Nov 2026
Winners
20257 winners
Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-FreeBest paperSource ↗
1000 Layer Networks for Self-Supervised RL: Scaling Depth Can Enable New Goal-Reaching CapabilitiesBest paperSource ↗
Why Diffusion Models Don't Memorize: The Role of Implicit Dynamical Regularization in TrainingBest paperSource ↗
Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?Runner-upSource ↗
20245 winners
Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale PredictionBest paper, main trackSource ↗
Stochastic Taylor Derivative Estimator: Efficient amortization for arbitrary differential operatorsBest paper, main trackSource ↗
The PRISM Alignment Dataset: What Participatory, Representative and Individualised Human Feedback Reveals About the Subjective and Multicultural Alignment of Large Language ModelsBest paper, datasets and benchmarksSource ↗
20236 winners
Direct Preference Optimization: Your Language Model is Secretly a Reward ModelMain track runner-upSource ↗
ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulationOutstanding datasets paperSource ↗
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT ModelsOutstanding benchmarks paperSource ↗
About this award
Best papers and runners-up at the main machine learning conference, main and datasets tracks.
| Edition | Announced | Winners | Source |
|---|---|---|---|
| 2025 | Nov 26, 202511 months ago | 7 | |
| 2024 | Dec 10, 20241 year ago | 5 | |
| 2023 | Dec 11, 20232 years ago | 6 |
The next date is an estimate from the months past editions were announced (Nov or Dec); it changes when NeurIPS announces one.
Now filed as paper award (was research).
Next edition expected Nov 2026 (was Nov 2025).
Editions 2023 to 2025 loaded with 18 winners; the 2025 edition named 7 papers.