社会层面 · accountability transparency and interpretability论文趋势 2023–2026
AI 社会议题：accountability_transparency_and_interpretability
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 3,411 篇被归入该主题的论文。
主要结论
- 社会层面 · accountability transparency and interpretability论文从 2023 年的 301 篇增长到 2026 年的 1,357 篇，三年间扩大到约 4.5 倍。
- NeurIPS 是发社会层面 · accountability transparency and interpretability论文最多的会议，2023–2026 年共 1,275 篇，占四个会议总量的 37%。
- 交叉方向里涨得最快的是社会层面 · privacy：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「对齐与负责任 AI」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的社会层面 · safety是 93 倍，社会层面 · accountability transparency and interpretability是 4.5 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 82 | 57 | 94 | 68 | 301 |
| 2024 | 255 | 83 | 152 | 99 | 589 |
| 2025 | 522 | 211 | 337 | 94 | 1,164 |
| 2026 | 416 | 292 | 541 | 108 | 1,357 |
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 Unifying Perspective on Language Model Interpretability
- ICML 2026$\texttt{PRISM}$:A 3D Probabilistic Neural Representation for Interpretable Shape Modeling
- ICLR 2026Automated Interpretability Metrics Do Not Distinguish Trained and Random Transformers
- CVPR 2026Beyond Matching to Tiles Bridging Unaligned Aerial and Satellite Views
- NeurIPS 2025$\mathcal{X}^2$-DFD: A framework for e$\mathcal{X}$plainable and e$\mathcal{X}$tendable Deepfake Detection
- ICML 2025(How) Can Transformers Predict Pseudo-Random Numbers?
- ICLR 2025Adaptive Transformer Programs: Bridging the Gap Between Performance and Interpretability in Transformers
- CVPR 2025Attribute-formed Class-specific Concept Space: Endowing Language Bottleneck Model with Better Interpretability and Scalability
- NeurIPS 20242D-OOB: Attributing Data Contribution Through Joint Valuation Framework
- ICML 2024Attention Meets Post-hoc Interpretability: A Mathematical Perspective
- ICLR 2024"What Data Benefits My Classifier?" Enhancing Model Performance and Interpretability through Influence-Based Data Selection
- CVPR 2024Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation
- NeurIPS 2023(S)GD over Diagonal Linear Networks: Implicit bias, Large Stepsizes and Edge of Stability
- ICML 2023A Modern Look at the Relationship between Sharpness and Generalization
- ICLR 2023Deep Learning From Crowdsourced Labels: Coupled Cross-Entropy Minimization, Identifiability, and Regularization
- CVPR 2023Analyzing and Diagnosing Pose Estimation With Attributions
- NeurIPS 2026AdKnob: Ad Intensity Control and Labeling for LLM-Native Advertising
- ICML 2026$\texttt{ShaplEIG}$: Bayesian Experimental Design for Shapley Value Estimation
- ICLR 2026Bandits with Single-Peaked Preferences and Limited Resources
- CVPR 2026IEBGLAn Interpretability-Enhanced Brain Graph Learning Framework with LLM-Instructed Topology and
全部社会层面 · accountability transparency and interpretability论文
共 369 篇，第 5 / 8 页
- CVPR 2025UniAP: Unifying Inter- and Intra-Layer Automatic Parallelism by Mixed Integer Quadratic Programming
- CVPR 2025Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted
- CVPR 20241-Lipschitz Layers Compared: Memory Speed and Certifiable Robustness
- CVPR 2024A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint
- CVPR 2024A Simple and Effective Point-based Network for Event Camera 6-DOFs Pose Relocalization
- CVPR 2024AiOS: All-in-One-Stage Expressive Human Pose and Shape Estimation
- CVPR 2024Alpha Invariance: On Inverse Scaling Between Distance and Volume Density in Neural Radiance Fields
- CVPR 2024Amodal Ground Truth and Completion in the Wild
- CVPR 2024An Edit Friendly DDPM Noise Space: Inversion and Manipulations
- CVPR 2024Artist-Friendly Relightable and Animatable Neural Heads
- CVPR 2024ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe
- CVPR 2024Boosting Adversarial Transferability by Block Shuffle and Rotation
- CVPR 2024C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction
- CVPR 2024Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering
- CVPR 2024Data Valuation and Detections in Federated Learning
- CVPR 2024Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation
- CVPR 2024DeCoTR: Enhancing Depth Completion with 2D and 3D Attentions
- CVPR 2024Denoising Point Clouds in Latent Space via Graph Convolution and Invertible Neural Network
- CVPR 2024DGC-GNN: Leveraging Geometry and Color Cues for Visual Descriptor-Free 2D-3D Matching
- CVPR 2024Digital Life Project: Autonomous 3D Characters with Social Intelligence
- CVPR 2024DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency
- CVPR 2024Distilled Datamodel with Reverse Gradient Matching
- CVPR 2024DITTO: Dual and Integrated Latent Topologies for Implicit 3D Reconstruction
- CVPR 2024DREAM: Diffusion Rectification and Estimation-Adaptive Models
- CVPR 2024DreamVideo: Composing Your Dream Videos with Customized Subject and Motion
- CVPR 2024EASE-DETR: Easing the Competition among Object Queries
- CVPR 2024Eclipse: Disambiguating Illumination and Materials using Unintended Shadows
- CVPR 2024Efficient Meshflow and Optical Flow Estimation from Event Cameras
- CVPR 2024EfficientDreamer: High-Fidelity and Robust 3D Creation via Orthogonal-view Diffusion Priors
- CVPR 2024Entity-NeRF: Detecting and Removing Moving Entities in Urban Scenes
- CVPR 2024EvDiG: Event-guided Direct and Global Components Separation
- CVPR 2024Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline
- CVPR 2024Face2Diffusion for Fast and Editable Face Personalization
- CVPR 2024Facial Identity Anonymization via Intrinsic and Extrinsic Attention Distraction
- CVPR 2024Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity
- CVPR 2024FAR: Flexible Accurate and Robust 6DoF Relative Camera Pose Estimation
- CVPR 2024FC-GNN: Recovering Reliable and Accurate Correspondences from Interferences
- CVPR 2024FocSAM: Delving Deeply into Focused Objects in Segmenting Anything
- CVPR 2024FREE: Faster and Better Data-Free Meta-Learning
- CVPR 2024From a Bird's Eye View to See: Joint Camera and Subject Registration without the Camera Calibration
- CVPR 2024From Variance to Veracity: Unbundling and Mitigating Gradient Variance in Differentiable Bundle Adjustment Layers
- CVPR 2024GART: Gaussian Articulated Template Models
- CVPR 2024General Point Model Pretraining with Autoencoding and Autoregressive
- CVPR 2024Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching
- CVPR 2024Generative Proxemics: A Prior for 3D Social Interaction from Images
- CVPR 2024GenHowTo: Learning to Generate Actions and State Transformations from Instructional Videos
- CVPR 2024HarmonyView: Harmonizing Consistency and Diversity in One-Image-to-3D
- CVPR 2024Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds
- CVPR 2024High-Quality Facial Geometry and Appearance Capture at Home
- CVPR 2024HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment
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 查社会层面 · accountability transparency and interpretability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": "social-accountability-transparency-and-interpretability"}
常见问题
- 2023–2026 年四大会议一共有多少篇社会层面 · accountability transparency and interpretability论文？
- 共 3,411 篇，按年份分别是 2023 年 301 篇、2024 年 589 篇、2025 年 1,164 篇、2026 年 1,357 篇。
- NeurIPS 2026 有多少篇社会层面 · accountability transparency and interpretability论文？
- NeurIPS 2026 有 416 篇社会层面 · accountability transparency and interpretability论文，上一届是 522 篇。
- ICLR 2026 有多少篇社会层面 · accountability transparency and interpretability论文？
- ICLR 2026 有 292 篇社会层面 · accountability transparency and interpretability论文，上一届是 211 篇。
- ICML 2026 有多少篇社会层面 · accountability transparency and interpretability论文？
- ICML 2026 有 541 篇社会层面 · accountability transparency and interpretability论文，上一届是 337 篇。
- CVPR 2026 有多少篇社会层面 · accountability transparency and interpretability论文？
- CVPR 2026 有 108 篇社会层面 · accountability transparency and interpretability论文，上一届是 94 篇。
- 哪个会议的社会层面 · accountability transparency and interpretability论文最多？
- NeurIPS，2023–2026 年共 1,275 篇。