经济因果论文趋势 2023–2026
政策评估
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 183 篇被归入该主题的论文。
主要结论
- 经济因果论文从 2023 年的 130 篇降到 2026 年的 27 篇，热度在回落。
- NeurIPS 是发经济因果论文最多的会议，2023–2026 年共 117 篇，占四个会议总量的 64%。
- 交叉方向里涨得最快的是强化学习：同时属于两个主题的论文从 2023 年的 12 篇增至 2026 年的 10 篇。
- 在「金融与经济」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的宏观预测是 8.0 倍，经济因果是 0.2 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 102 | 1 | 26 | 1 | 130 |
| 2024 | 5 | 3 | 2 | 0 | 10 |
| 2025 | 6 | 4 | 6 | 0 | 16 |
| 2026 | 4 | 5 | 17 | 1 | 27 |
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 2026Characterizing Underrepresentation in Generalizing Causal Survival Estimates
- ICML 2026Independent Component Discovery in Temporal Count Data
- ICLR 2026Ice Cream Doesn’t Cause Drowning: Benchmarking LLMs Against Statistical Pitfalls in Causal Inference
- CVPR 2026COPO Causal-Oriented Policy Optimization for Hallucinations of MLLMs
- NeurIPS 2025Causal Explanation-Guided Learning for Organ Allocation
- ICML 2025Balancing Interference and Correlation in Spatial Experimental Designs: A Causal Graph Cut Approach
- ICLR 2025Incremental Causal Effect for Time to Treatment Initialization
- NeurIPS 2024Two-way Deconfounder for Off-policy Evaluation in Causal Reinforcement Learning
- ICML 2024Off-policy Evaluation Beyond Overlap: Sharp Partial Identification Under Smoothness
- ICLR 2024Learning in reverse causal strategic environments with ramifications on two sided markets
- NeurIPS 2023A Cross-Moment Approach for Causal Effect Estimation
- ICML 2023B-Learner: Quasi-Oracle Bounds on Heterogeneous Causal Effects Under Hidden Confounding
- ICLR 2023Causal Imitation Learning via Inverse Reinforcement Learning
- CVPR 2023ECON: Explicit Clothed Humans Optimized via Normal Integration
- NeurIPS 2026Certified Policy Optimisation for Nested Causal Bandits via PAC-Bayes Risk
- ICML 2026Smooth Multi-Policy Causal Effect Estimation in Longitudinal Settings
- ICLR 2026Foundation Models for Causal Inference via Prior-Data Fitted Networks
- NeurIPS 2025Pessimistic Data Integration for Policy Evaluation
- ICML 2025Position: Causal Machine Learning Requires Rigorous Synthetic Experiments for Broader Adoption
- ICLR 2025Efficient Causal Decision Making with One-sided Feedback
全部经济因果论文
共 183 篇，第 4 / 4 页
- NeurIPS 2023Optimal and Fair Encouragement Policy Evaluation and Learning
- NeurIPS 2023Optimal Convergence Rate for Exact Policy Mirror Descent in Discounted Markov Decision Processes
- NeurIPS 2023Optimal Transport for Treatment Effect Estimation
- NeurIPS 2023Optimal Treatment Allocation for Efficient Policy Evaluation in Sequential Decision Making
- NeurIPS 2023Optimal Treatment Regimes for Proximal Causal Learning
- NeurIPS 2023Pairwise Causality Guided Transformers for Event Sequences
- NeurIPS 2023Penguin: Parallel-Packed Homomorphic Encryption for Fast Graph Convolutional Network Inference
- NeurIPS 2023Perceptual Kalman Filters: Online State Estimation under a Perfect Perceptual-Quality Constraint
- NeurIPS 2023Persuading Farsighted Receivers in MDPs: the Power of Honesty
- NeurIPS 2023Provable convergence guarantees for black-box variational inference
- NeurIPS 2023Provably Fast Finite Particle Variants of SVGD via Virtual Particle Stochastic Approximation
- NeurIPS 2023Pseudo-Likelihood Inference
- NeurIPS 2023PUe: Biased Positive-Unlabeled Learning Enhancement by Causal Inference
- NeurIPS 2023Reducing Shape-Radiance Ambiguity in Radiance Fields with a Closed-Form Color Estimation Method
- NeurIPS 2023Reliable Off-Policy Learning for Dosage Combinations
- NeurIPS 2023Removing Hidden Confounding in Recommendation: A Unified Multi-Task Learning Approach
- NeurIPS 2023Rethinking the Role of Token Retrieval in Multi-Vector Retrieval
- NeurIPS 2023Segment Anything in 3D with NeRFs
- NeurIPS 2023Segment Anything in High Quality
- NeurIPS 2023Sharp Bounds for Generalized Causal Sensitivity Analysis
- NeurIPS 2023Single-Stage Visual Query Localization in Egocentric Videos
- NeurIPS 2023Speculative Decoding with Big Little Decoder
- NeurIPS 2023Synthetic Combinations: A Causal Inference Framework for Combinatorial Interventions
- NeurIPS 2023Tame a Wild Camera: In-the-Wild Monocular Camera Calibration
- NeurIPS 2023The Drunkard’s Odometry: Estimating Camera Motion in Deforming Scenes
- NeurIPS 2023The Impact of Positional Encoding on Length Generalization in Transformers
- NeurIPS 2023Time-uniform confidence bands for the CDF under nonstationarity
- NeurIPS 2023Towards Anytime Classification in Early-Exit Architectures by Enforcing Conditional Monotonicity
- NeurIPS 2023Tracking Most Significant Shifts in Nonparametric Contextual Bandits
- NeurIPS 2023Truncating Trajectories in Monte Carlo Policy Evaluation: an Adaptive Approach
- NeurIPS 2023Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient Descent
- NeurIPS 2023Variational Inference with Gaussian Score Matching
- NeurIPS 2023What Knowledge Gets Distilled in Knowledge Distillation?
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 查经济因果在 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": "causal-inference-econ"}
常见问题
- 2023–2026 年四大会议一共有多少篇经济因果论文？
- 共 183 篇，按年份分别是 2023 年 130 篇、2024 年 10 篇、2025 年 16 篇、2026 年 27 篇。
- NeurIPS 2026 有多少篇经济因果论文？
- NeurIPS 2026 有 4 篇经济因果论文，上一届是 6 篇。
- ICLR 2026 有多少篇经济因果论文？
- ICLR 2026 有 5 篇经济因果论文，上一届是 4 篇。
- ICML 2026 有多少篇经济因果论文？
- ICML 2026 有 17 篇经济因果论文，上一届是 6 篇。
- CVPR 2026 有多少篇经济因果论文？
- CVPR 2026 有 1 篇经济因果论文。
- 哪个会议的经济因果论文最多？
- NeurIPS，2023–2026 年共 117 篇。