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 12 / 44 页
- ICML 2026LitReview Arena: Evaluating Literature Review Agents with Battle-style Peer Review Platform
- ICML 2026LLM-Guided Loop Bound Generation for Program Termination Verification
- ICML 2026LLMs Lean on Priors, Not Programming Language Semantics
- ICML 2026Locally Coherent Parallel Decoding in Diffusion Language Models
- ICML 2026MALICE: Memory-aware Loop Invariants Generation on Symbolic Execution Traces
- ICML 2026MatchFixAgent: Language-Agnostic Autonomous Repository-Level Code Translation Validation and Repair
- ICML 2026MiniAppBench: Evaluating the Shift from Text to Interactive HTML Responses in LLM-Powered Assistants
- ICML 2026Mitigating Bias in Locally Constrained Decoding via Tractable Proposals
- ICML 2026Mosaic: Unlocking Over 30$\times$ Context Length for Diffusion LLMs Inference via Global Memory Planning and Dynamic Peak Taming
- ICML 2026Motion-Aware Caching for Efficient Autoregressive Video Generation
- ICML 2026MulFCoder: Framework-conditioned Multi-agent for MLLM-based Multi-framework Front-end Code Generation
- ICML 2026NNiT: Width-Agnostic Neural Network Generation with Structurally Aligned Weight Spaces
- ICML 2026One Bug, Hundreds Behind: LLMs for Large-Scale Bug Discovery
- ICML 2026OpenSage: Self-programming Agent Generation Engine
- ICML 2026PADA-Coder: Improving Plan-Following Code Generation via Perturbation-Verified Attention Distillation and Dynamic Alignment
- ICML 2026Pair2Scene: Learning Local Object Relations for Procedural Scene Generation
- ICML 2026ParEVO: Synthesizing Code for Irregular Data: High-Performance Parallelism through Agentic Evolution
- ICML 2026Periodic Bayesian Flow Networks with Additive Accuracy
- ICML 2026PGS: Effective LLM Code Refinement via Property-Oriented and Structurally Minimal Feedback
- ICML 2026PhyScene3D: Physically Consistent 3D Interactive Tabletop Scene Generation
- ICML 2026Planar Symmetric Pattern Generation
- ICML 2026PlotCraft: Pushing the Limits of LLMs for Complex and Interactive Data Visualization
- ICML 2026Poison with Style: A Practical Poisoning Attack on Code Large Language Models
- ICML 2026PrivCode++: Latent-Conditioned Differentially Private Code Generation for Comprehensive Guarantees
- ICML 2026ProOPF: Benchmarking and Improving LLMs for Professional-Grade Power Systems Optimization Modeling
- ICML 2026Propose, Solve, Verify: Self-Play Through Formal Verification
- ICML 2026Q-Delta: Beyond Key–Value Associative State Evolution
- ICML 2026Q-Tab: Quantized Tabular Data Generator
- ICML 2026QiMeng-LibBench: Benchmarking LLM Agents for Library-Scale Cross-Architecture Migration
- ICML 2026Random Selection Reveals Implicit Knowledge Consensus in Code Generation
- ICML 2026Ranking Free RAG: Replacing Re-ranking with Selection in RAG for Sensitive Domains
- ICML 2026Regression Language Models for Code
- ICML 2026Reranker Helps, but Not Enough: Towards Strong Poisoning Attacks Against Retrieval-Augmented Generation
- ICML 2026Rethinking Code Complexity Through the Lens of Large Language Models
- ICML 2026Rooted Absorbed Prefix Trajectory Balance with Submodular Replay for GFlowNet Training
- ICML 2026Routing by Reaching: Composition of Pre-trained GFlowNets for Multi-Objective Generation
- ICML 2026Rubric Curriculum RL: Exploiting the Generation-Verification Gap in Non-Verifiable Domains
- ICML 2026Rule2DRC: Benchmarking LLM Agents for DRC Script Synthesis with Execution-Guided Test Generation
- ICML 2026S-Quant: Rethinking Weight Quantization with Seed-Based Generation
- ICML 2026Scaling Agentic Verifier for Competitive Coding
- ICML 2026Scam2Prompt: A Scalable Framework for Auditing Malicious Scam Endpoints in Production LLMs
- ICML 2026ScenePilot: Controllable Boundary-Driven Critical Scenario Generation for Autonomous Driving
- ICML 2026Score Based Error Correcting Code Decoder
- ICML 2026SecCodePRM: A Process Reward Model for Code Security
- ICML 2026Self-Supervised Learning as Discrete Communication
- ICML 2026SemRep : Generative Code Representation Learning with Code Transformations
- ICML 2026Should I Have Expressed a Different Intent? Counterfactual Generation for LLM-Based Autonomous Control
- ICML 2026SimGFM: Simplifying Discrete Flow Matching for Graph Generation
- ICML 2026Skip a Layer or Loop It? Learning Program-of-Layers in LLMs
- ICML 2026SPADA: A Verifiable Test-Driven Agent for Controllable Parametric CAD Assembly Generation
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。