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 1,357 篇，第 1 / 28 页

1. CVPR 2026A3 Towards Advertising Aesthetic Assessment
2. CVPR 2026All in One Unifying Deepfake Detection Tampering Localization and Source
3. CVPR 2026Beyond Duality A Hybrid Framework of Leveraging Shared and Private
4. CVPR 2026Beyond Euclidean Gossip KL-Barycentric Consensus on Heterogeneous and Imbalanced Images
5. CVPR 2026Beyond Matching to Tiles Bridging Unaligned Aerial and Satellite Views
6. CVPR 2026Beyond Top Activations Efficient and Reliable Crowdsourced Evaluation of Automated
7. CVPR 2026BHCast Unlocking Black Hole Plasma Dynamics from a Single Blurry
8. CVPR 2026Boosting Document Parsing Efficiency and Performance with Coarse-to-Fine Visual Processing
9. CVPR 2026Boosting Self-Supervised Tracking with Contextual Prompts and Noise Learning
10. CVPR 2026CATNet Collaborative Alignment and Transformation Network for Cooperative Perception
11. CVPR 2026ClipGStream Clip-Stream Gaussian Splatting for Any Length and Any Motion
12. CVPR 2026Clothe and Pose
13. CVPR 2026COPE Consistent Occlusion and Prompt Enhancement Network for Occluded Person
14. CVPR 2026Cross-Scale Pansharpening via ScaleFormer and the PanScale Benchmark
15. CVPR 2026cryoSENSE Compressive Sensing Enables High-throughput Microscopy with Sparse and Generative
16. CVPR 2026CUBic Coordinated Unified Bimanual Perception and Control Framework
17. CVPR 2026Decoupled Residual Denoising Diffusion Models for Unified and Data Efficient
18. CVPR 2026DeepAlign Mitigating Modality Conflict through Modality-Specific Alignment
19. CVPR 2026DeepProtect Proactive Face-Swapping Defense using Identity Blending and Attribute Distortion
20. CVPR 2026Defending Unauthorized Model Merging via Dual-Stage Weight Protection
21. CVPR 2026Detecting Compressed AI-Generated Images via Phase Spectrum Robustness
22. CVPR 2026Diff-SemiER Transparency-Aware Adaptive Fusion Diffusion Model with Generative Prior for
23. CVPR 2026DocPrune Efficient Document Question Answering via Background Question and Comprehension-aware
24. CVPR 2026DreamingComics A Story Visualization Pipeline via Subject and Layout Customized
25. CVPR 2026DrivePTS A Progressive Learning Framework with Textual and Structural Enhancement
26. CVPR 2026Dropping Anchor and Spherical Harmonics for Sparse-view Gaussian Splatting
27. CVPR 2026DualPrim Compact 3D Reconstruction with Positive and Negative Primitives
28. CVPR 2026Eliminate Distance Differences Induced by Backdoor Attacks Layer-Selective Training and
29. CVPR 2026ERMoE Eigen-Reparameterized Mixture-of-Experts for Stable Routing and Interpretable Specialization
30. CVPR 2026Explaining Object Detectors via Collective Contribution of Pixels
31. CVPR 2026FedMOP Achieving Enhanced Privacy and Performance in Federated Learning via
32. CVPR 2026FHAvatar Fast and High-Fidelity Reconstruction of Face-and-Hair Composable 3D Head
33. CVPR 2026FLARE A Failure-Aware Framework for Autonomous Correction and Recovery in
34. CVPR 2026FlashCap Millisecond-Accurate Human Motion Capture via Flashing LEDs and Event-Based
35. CVPR 2026FlashVGGT Efficient and Scalable Visual Geometry Transformers with Compressed Descriptor
36. CVPR 2026From Weights to Concepts Data-Free Interpretability of CLIP via Singular
37. CVPR 2026FSLoRA Harmonizing Detection and Re-Identification via Freq-Spatial Low-Rank Adapter for
38. CVPR 2026GeoAgent Learning to Geolocate Everywhere with Reinforced Geographic Characteristics
39. CVPR 2026GLINT Modeling Scene-Scale Transparency via Gaussian Radiance Transport
40. CVPR 2026Global Information Thresholding for Sufficient and Necessary Circuits
41. CVPR 2026Globally Optimal Pose from Orthographic Silhouettes
42. CVPR 2026HFedATM Hierarchical Federated Domain Generalization via Optimal Transport and Regularized
43. CVPR 2026IEBGLAn Interpretability-Enhanced Brain Graph Learning Framework with LLM-Instructed Topology and
44. CVPR 2026Improving Sparse Autoencoder with Dynamic Attention
45. CVPR 2026Interpretable and Steerable Concept Bottleneck Sparse Autoencoders
46. CVPR 2026Intrinsic Concept Extraction Based on Compositional Interpretability
47. CVPR 2026IrisFP Adversarial-Example-based Model Fingerprinting with Enhanced Uniqueness and Robustness
48. CVPR 2026KASALv2 Fully Automatic 3D Rotational Symmetry Classification and Axis Localization
49. CVPR 2026Learning complete and explainable visual representations from itemized text supervision
50. CVPR 2026Learning Coordinate-based Convolutional Kernels for Continuous SE3 Equivariant and Efficient

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。