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 99 篇，第 2 / 2 页

51. CVPR 2024Infrared Small Target Detection with Scale and Location Sensitivity
52. CVPR 2024Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding
53. CVPR 2024Inverse Rendering of Glossy Objects via the Neural Plenoptic Function and Radiance Fields
54. CVPR 2024Joint Reconstruction of 3D Human and Object via Contact-Based Refinement Transformer
55. CVPR 2024JRDB-Social: A Multifaceted Robotic Dataset for Understanding of Context and Dynamics of Human Interactions Within Social Groups
56. CVPR 2024Leak and Learn: An Attacker's Cookbook to Train Using Leaked Data from Federated Learning
57. CVPR 2024Localization Is All You Evaluate: Data Leakage in Online Mapping Datasets and How to Fix It
58. CVPR 2024ManiFPT: Defining and Analyzing Fingerprints of Generative Models
59. CVPR 2024Memory-Scalable and Simplified Functional Map Learning
60. CVPR 2024Mitigating Motion Blur in Neural Radiance Fields with Events and Frames
61. CVPR 2024Mocap Everyone Everywhere: Lightweight Motion Capture With Smartwatches and a Head-Mounted Camera
62. CVPR 2024Modeling Multimodal Social Interactions: New Challenges and Baselines with Densely Aligned Representations
63. CVPR 2024Motion2VecSets: 4D Latent Vector Set Diffusion for Non-rigid Shape Reconstruction and Tracking
64. CVPR 2024Multimodal Prompt Perceiver: Empower Adaptiveness Generalizability and Fidelity for All-in-One Image Restoration
65. CVPR 2024Objects as Volumes: A Stochastic Geometry View of Opaque Solids
66. CVPR 2024OmniSDF: Scene Reconstruction using Omnidirectional Signed Distance Functions and Adaptive Binoctrees
67. CVPR 2024Online Task-Free Continual Generative and Discriminative Learning via Dynamic Cluster Memory
68. CVPR 2024OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning
69. CVPR 2024OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning
70. CVPR 2024PFStorer: Personalized Face Restoration and Super-Resolution
71. CVPR 2024Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
72. CVPR 2024Purified and Unified Steganographic Network
73. CVPR 2024QUADify: Extracting Meshes with Pixel-level Details and Materials from Images
74. CVPR 2024RepKPU: Point Cloud Upsampling with Kernel Point Representation and Deformation
75. CVPR 2024Segment and Caption Anything
76. CVPR 2024Self-Supervised Class-Agnostic Motion Prediction with Spatial and Temporal Consistency Regularizations
77. CVPR 2024SI-MIL: Taming Deep MIL for Self-Interpretability in Gigapixel Histopathology
78. CVPR 2024Small Steps and Level Sets: Fitting Neural Surface Models with Point Guidance
79. CVPR 2024SocialCircle: Learning the Angle-based Social Interaction Representation for Pedestrian Trajectory Prediction
80. CVPR 2024SocialCounterfactuals: Probing and Mitigating Intersectional Social Biases in Vision-Language Models with Counterfactual Examples
81. CVPR 2024SpiderMatch: 3D Shape Matching with Global Optimality and Geometric Consistency
82. CVPR 2024Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining
83. CVPR 2024SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Rendering
84. CVPR 2024Synergistic Global-space Camera and Human Reconstruction from Videos
85. CVPR 2024SynSP: Synergy of Smoothness and Precision in Pose Sequences Refinement
86. CVPR 2024Theoretically Achieving Continuous Representation of Oriented Bounding Boxes
87. CVPR 2024Towards Accurate and Robust Architectures via Neural Architecture Search
88. CVPR 2024Towards Automatic Power Battery Detection: New Challenge Benchmark Dataset and Baseline
89. CVPR 2024TurboSL: Dense Accurate and Fast 3D by Neural Inverse Structured Light
90. CVPR 2024UFORecon: Generalizable Sparse-View Surface Reconstruction from Arbitrary and Unfavorable Sets
91. CVPR 2024Uncovering What Why and How: A Comprehensive Benchmark for Causation Understanding of Video Anomaly
92. CVPR 2024Unifying Automatic and Interactive Matting with Pretrained ViTs
93. CVPR 2024Unifying Correspondence Pose and NeRF for Generalized Pose-Free Novel View Synthesis
94. CVPR 2024Unifying Top-down and Bottom-up Scanpath Prediction Using Transformers
95. CVPR 2024Unlocking the Potential of Prompt-Tuning in Bridging Generalized and Personalized Federated Learning
96. CVPR 2024VAREN: Very Accurate and Realistic Equine Network
97. CVPR 2024VSCode: General Visual Salient and Camouflaged Object Detection with 2D Prompt Learning
98. CVPR 2024WateRF: Robust Watermarks in Radiance Fields for Protection of Copyrights
99. CVPR 2024WWW: A Unified Framework for Explaining What Where and Why of Neural Networks by Interpretation of Neuron Concepts

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。