社会层面 · accountability transparency and interpretability论文趋势 2023–2026

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。

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 3 / 8 页

101. CVPR 2026VDE Training-Free Accelerating Rectified Flow Model via Velocity Decomposition and
102. CVPR 2026Velox Learning Representations of 4D Geometry and Appearance
103. CVPR 2026Video Generation with Stable Transparency via Shiftable RGB-A Distribution Learner
104. CVPR 2026What Do Visual Tokens Really Encode Uncovering Sparsity and Redundancy
105. CVPR 2026What Is the Optimal Ranking Score Between Precision and Recall
106. CVPR 2026When Numbers Speak Aligning Textual Numerals and Visual Instances in
107. CVPR 2026When to Think and When to Look Uncertainty-Guided Lookback
108. CVPR 2026Where MLLMs Attend and What They Rely On Explaining Autoregressive
109. CVPR 20253DGUT: Enabling Distorted Cameras and Secondary Rays in Gaussian Splatting
110. CVPR 20254DTAM: Non-Rigid Tracking and Mapping via Dynamic Surface Gaussians
111. CVPR 2025A Unified, Resilient, and Explainable Adversarial Patch Detector
112. CVPR 2025All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages
113. CVPR 2025AniMer: Animal Pose and Shape Estimation Using Family Aware Transformer
114. CVPR 2025Assessing and Learning Alignment of Unimodal Vision and Language Models
115. CVPR 2025Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning
116. CVPR 2025Attribute-formed Class-specific Concept Space: Endowing Language Bottleneck Model with Better Interpretability and Scalability
117. CVPR 2025Automatic Spectral Calibration of Hyperspectral Images: Method, Dataset and Benchmark
118. CVPR 2025BG-Triangle: Bezier Gaussian Triangle for 3D Vectorization and Rendering
119. CVPR 2025BIP3D: Bridging 2D Images and 3D Perception for Embodied Intelligence
120. CVPR 2025Birth and Death of a Rose
121. CVPR 2025Boosting Point-Supervised Temporal Action Localization through Integrating Query Reformation and Optimal Transport
122. CVPR 2025Camera Resection from Known Line Pencils and a Radially Distorted Scanline
123. CVPR 2025Camouflage Anything: Learning to Hide using Controlled Out-painting and Representation Engineering
124. CVPR 2025CH3Depth: Efficient and Flexible Depth Foundation Model with Flow Matching
125. CVPR 2025Chebyshev Attention Depth Permutation Texture Network with Latent Texture Attribute Loss
126. CVPR 2025CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification
127. CVPR 2025DaCapo: Score Distillation as Stacked Bridge for Fast and High-quality 3D Editing
128. CVPR 2025Decoder Gradient Shield: Provable and High-Fidelity Prevention of Gradient-Based Box-Free Watermark Removal
129. CVPR 2025DeSiRe-GS: 4D Street Gaussians for Static-Dynamic Decomposition and Surface Reconstruction for Urban Driving Scenes
130. CVPR 2025DiET-GS: Diffusion Prior and Event Stream-Assisted Motion Deblurring 3D Gaussian Splatting
131. CVPR 2025DiffCAM: Data-Driven Saliency Maps by Capturing Feature Differences
132. CVPR 2025DiffusionSfM: Predicting Structure and Motion via Ray Origin and Endpoint Diffusion
133. CVPR 2025DiG: Scalable and Efficient Diffusion Models with Gated Linear Attention
134. CVPR 2025Dissecting and Mitigating Diffusion Bias via Mechanistic Interpretability
135. CVPR 2025Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification
136. CVPR 2025Do Your Best and Get Enough Rest for Continual Learning
137. CVPR 2025Doppelgangers and Adversarial Vulnerability
138. CVPR 2025DTGBrepGen: A Novel B-rep Generative Model through Decoupling Topology and Geometry
139. CVPR 2025DualPM: Dual Posed-Canonical Point Maps for 3D Shape and Pose Reconstruction
140. CVPR 2025DUNE: Distilling a Universal Encoder from Heterogeneous 2D and 3D Teachers
141. CVPR 2025EBS-EKF: Accurate and High Frequency Event-based Star Tracking
142. CVPR 2025Empowering Vector Graphics with Consistently Arbitrary Viewing and View-dependent Visibility
143. CVPR 2025Estimating Body and Hand Motion in an Ego-sensed World
144. CVPR 2025EventPSR: Surface Normal and Reflectance Estimation from Photometric Stereo Using an Event Camera
145. CVPR 2025Evolving High-Quality Rendering and Reconstruction in a Unified Framework with Contribution-Adaptive Regularization
146. CVPR 2025Factored-NeuS: Reconstructing Surfaces, Illumination, and Materials of Possibly Glossy Objects
147. CVPR 2025Flexible Group Count Enables Hassle-Free Structured Pruning
148. CVPR 2025Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution
149. CVPR 2025GaPT-DAR: Category-level Garments Pose Tracking via Integrated 2D Deformation and 3D Reconstruction
150. CVPR 2025GaussHDR: High Dynamic Range Gaussian Splatting via Learning Unified 3D and 2D Local Tone Mapping

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。