代码生成论文趋势 2023–2026
程序合成与代码 LLM
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 2,161 篇被归入该主题的论文。
主要结论
- 代码生成论文从 2023 年的 210 篇增长到 2026 年的 860 篇,三年间扩大到约 4.1 倍。
- NeurIPS 是发代码生成论文最多的会议,2023–2026 年共 630 篇,占四个会议总量的 29%。
- 交叉方向里涨得最快的是AI 智能体:同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 93 篇。
- 在「自然语言」的 5 个主题里,它的 2026 年论文数排第 1;同组增长最快的检索增强生成是 5.4 倍,代码生成是 4.1 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 29 | 55 | 31 | 95 | 210 |
| 2024 | 135 | 66 | 111 | 134 | 446 |
| 2025 | 230 | 164 | 79 | 172 | 645 |
| 2026 | 236 | 241 | 174 | 209 | 860 |
代表论文
按年份和会议均匀挑选,方便快速看到每一届的样貌
- NeurIPS 2026A Theoretical Analysis of Test-Driven Code Generation
- ICML 2026$A_2$DEPT: Large Language Model–Driven Automated Algorithm Design via Evolutionary Program Trees
- ICLR 2026A Bayesian Nonparametric Framework for Private, Fair, and Balanced Tabular Data Synthesis
- CVPR 2026ACPV-Net All-Class Polygonal Vectorization for Seamless Vector Map Generation from
- NeurIPS 2025$\texttt{STRCMP}$: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization
- ICML 2025AlphaVerus: Bootstrapping Formally Verified Code Generation through Self-Improving Translation and Treefinement
- ICLR 2025Automated Proof Generation for Rust Code via Self-Evolution
- CVPR 2025ArtFormer: Controllable Generation of Diverse 3D Articulated Objects
- NeurIPS 2024AMBROSIA: A Benchmark for Parsing Ambiguous Questions into Database Queries
- ICML 2024ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generation
- ICLR 2024CODE REPRESENTATION LEARNING AT SCALE
- CVPR 2024Desigen: A Pipeline for Controllable Design Template Generation
- NeurIPS 2023ANPL: Towards Natural Programming with Interactive Decomposition
- ICML 2023Can Large Language Models Reason about Program Invariants?
- ICLR 2023Binding Language Models in Symbolic Languages
- CVPR 2023Attribute-Preserving Face Dataset Anonymization via Latent Code Optimization
- NeurIPS 2026A Theory of Time-Sensitive Language Generation: Sparse Hallucination Beats Mode Collapse
- ICML 2026Beyond Problem Solving: UOJ-Bench for Evaluating Code Generation, Hacking, and Repair in Competitive Programming
- ICLR 2026AssetFormer: Modular 3D Assets Generation with Autoregressive Transformer
- CVPR 2026Animator-Centric Skeleton Generation on Objects with Fine-Grained Details
全部代码生成论文
共 2,161 篇,第 11 / 44 页
- ICML 2026Efficient Diffusion LLMs via Temporal-Spatial Parallel Decoding and Confidence Extrapolation
- ICML 2026Efficient Hallucination Detection for LLMs Using Uncertainty-Aware Attention Heads
- ICML 2026Efficient Skill Grounding via Code Refactoring with Small Language Models
- ICML 2026Efficient Synthetic Network Generation via Latent Embedding Reconstruction
- ICML 2026EGG: An Expert-Guided Agent Framework for Kernel Generation
- ICML 2026Escaping Whack-a-Mole: Optimizing Documentation as Repo-Specific Playbooks for Coding Agents
- ICML 2026Expert-level Leaf Cell Layout Generation via Preference-Optimized LLM
- ICML 2026ExVerus: Verus Proof Repair via Counterexample Reasoning
- ICML 2026FairGB: A Fair Granular-Ball Generation Method for Data Classification
- ICML 2026Flash-VAED: Plug-and-Play VAE Decoders for Efficient Video Generation
- ICML 2026FLIPS: Instance-Fingerprinting for LLMs via Pseudo-random Sequences
- ICML 2026FormAct: Agentic Source Editing for Rich-Format Document Generation
- ICML 2026FormulaCode: Evaluating Agentic Optimization on Large Codebases
- ICML 2026From Diagrams to Code: Multilingual Programming with Visual Design
- ICML 2026From Guessing to Placeholding: A Cost-Theoretic Framework for Uncertainty-Aware Code Completion
- ICML 2026From Volume to Value: Preference-Aligned Memory Construction for On-Device RAG
- ICML 2026Functional Cache Grafting: Robust and Rapid Code-Policy Synthesis for Embodied Agents
- ICML 2026FunPhase: A Periodic Functional Autoencoder for Motion Generation via Phase Manifolds
- ICML 2026GAUSS: Graph-Assisted Uncertainty Quantification using Structure and Semantics for Long-Form Generation in LLMs
- ICML 2026GenCircuit-RL: Reinforcement Learning from Hierarchical Verification for Genetic Circuit Design
- ICML 2026Generative Visual Code Mobile World Models
- ICML 2026GOCM: Single-Step Graph Outlier Synthesis via Origin Consistency Model
- ICML 2026Gradient Preconditioning for Efficient and Reliable Reward-Guided Generation
- ICML 2026Gradient-Aware Scheduling: Coupling Curriculum and Staleness for Async Reinforcement Learning
- ICML 2026Gram2Token: Enabling Run-time GPU-Native Grammar-Constrained Decoding for LLMs
- ICML 2026GXPO: Group Cross-Lingual Relative Policy Optimization for Code Generation
- ICML 2026How Do Language Models Speak Languages? A Case Study on Unintended Code-Switching
- ICML 2026How much can language models memorize?
- ICML 2026How2Everything: Mining the Web for How-to Procedures to Evaluate and Improve LLMs
- ICML 2026Hybrid Policy Distillation for LLMs
- ICML 2026HypoSpace: A Diagnostic Benchmark for Set-Valued Hypothesis Generation under Underdetermination and Sublinear Coverage Bounds
- ICML 2026IDLM: Inverse-distilled Diffusion Language Models
- ICML 2026In-Context Generation with Regional Constraints for Instructional Video Editing
- ICML 2026InertialAR: Autoregressive 3D Molecule Generation with Inertial Frames
- ICML 2026InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-Based Incremental Training
- ICML 2026Innovation: An Almost Characterization of Hallucination
- ICML 2026Insertion Based Sequence Generation with Learnable Order Dynamics
- ICML 2026InteractBench: Benchmarking LLMs on Competitive Programming under Unrevealed Information
- ICML 2026InteractScience: Programmatic and Visually-Grounded Evaluation of Interactive Scientific Demonstration Code Generation
- ICML 2026Is Vibe Coding Safe? Benchmarking Vulnerability of Agent-Generated Code in Real-World Tasks
- ICML 2026Just Ask: Curious Code Agents Reveal System Prompts in Frontier LLMs
- ICML 2026KernelFoundry: Hardware-Aware Evolutionary GPU Kernel Optimization
- ICML 2026Language Generation with Feedback: Queries and Mistakes
- ICML 2026Language Generation with Replay: A Learning-Theoretic View of Model Collapse
- ICML 2026Large-Scale Terminal Agentic Trajectory Generation from Dockerized Environments
- ICML 2026Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs
- ICML 2026Learning Gaussian Mixture-distributed Prototypes for 3D Scene Graph Generation from RGB-D Sequences
- ICML 2026Learning Unmasking Policies for Diffusion Language Models
- ICML 2026LECTOR: Joint Learning of Scientific Reasoning Graphs and Introduction Generation
- ICML 2026LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMs
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后,写综述、挑方向或准备投稿时,不用离开对话框就能拿到这页的数字:每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文,AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查代码生成在 NeurIPS 2023–2026 的论文趋势,哪一年涨得最快?
AI 会调用的工具:get_topic_stats {"topic": "code-generation"}
常见问题
- 2023–2026 年四大会议一共有多少篇代码生成论文?
- 共 2,161 篇,按年份分别是 2023 年 210 篇、2024 年 446 篇、2025 年 645 篇、2026 年 860 篇。
- NeurIPS 2026 有多少篇代码生成论文?
- NeurIPS 2026 有 236 篇代码生成论文,上一届是 230 篇。
- ICLR 2026 有多少篇代码生成论文?
- ICLR 2026 有 241 篇代码生成论文,上一届是 164 篇。
- ICML 2026 有多少篇代码生成论文?
- ICML 2026 有 174 篇代码生成论文,上一届是 79 篇。
- CVPR 2026 有多少篇代码生成论文?
- CVPR 2026 有 209 篇代码生成论文,上一届是 172 篇。
- 哪个会议的代码生成论文最多?
- NeurIPS,2023–2026 年共 630 篇。