Social aspects · accountability transparency and interpretability papers, 2023–2026

Key findings

• Social aspects · accountability transparency and interpretability went from 301 papers in 2023 to 1,357 in 2026, roughly 4.5x in three years.
• NeurIPS publishes the most Social aspects · accountability transparency and interpretability work: 1,275 papers from 2023 to 2026, 37% of the four-venue total.
• The fastest-growing overlap is with Social aspects · privacy: papers tagged with both rose from 0 in 2023 to 93 in 2026.
• Among the 5 topics under Alignment and Responsible AI, it ranks #2 by 2026 paper count; the fastest grower in the group, Social aspects · safety, is up 93x versus 4.5x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Social aspects · accountability transparency and interpretability papers

589 papers, page 1 of 12

1. CVPR 20241-Lipschitz Layers Compared: Memory Speed and Certifiable Robustness
2. CVPR 2024A Semi-supervised Nighttime Dehazing Baseline with Spatial-Frequency Aware and Realistic Brightness Constraint
3. CVPR 2024A Simple and Effective Point-based Network for Event Camera 6-DOFs Pose Relocalization
4. CVPR 2024AiOS: All-in-One-Stage Expressive Human Pose and Shape Estimation
5. CVPR 2024Alpha Invariance: On Inverse Scaling Between Distance and Volume Density in Neural Radiance Fields
6. CVPR 2024Amodal Ground Truth and Completion in the Wild
7. CVPR 2024An Edit Friendly DDPM Noise Space: Inversion and Manipulations
8. CVPR 2024Artist-Friendly Relightable and Animatable Neural Heads
9. CVPR 2024ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe
10. CVPR 2024Boosting Adversarial Transferability by Block Shuffle and Rotation
11. CVPR 2024C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction
12. CVPR 2024Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering
13. CVPR 2024Data Valuation and Detections in Federated Learning
14. CVPR 2024Decompose-and-Compose: A Compositional Approach to Mitigating Spurious Correlation
15. CVPR 2024DeCoTR: Enhancing Depth Completion with 2D and 3D Attentions
16. CVPR 2024Denoising Point Clouds in Latent Space via Graph Convolution and Invertible Neural Network
17. CVPR 2024DGC-GNN: Leveraging Geometry and Color Cues for Visual Descriptor-Free 2D-3D Matching
18. CVPR 2024Digital Life Project: Autonomous 3D Characters with Social Intelligence
19. CVPR 2024DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency
20. CVPR 2024Distilled Datamodel with Reverse Gradient Matching
21. CVPR 2024DITTO: Dual and Integrated Latent Topologies for Implicit 3D Reconstruction
22. CVPR 2024DREAM: Diffusion Rectification and Estimation-Adaptive Models
23. CVPR 2024DreamVideo: Composing Your Dream Videos with Customized Subject and Motion
24. CVPR 2024EASE-DETR: Easing the Competition among Object Queries
25. CVPR 2024Eclipse: Disambiguating Illumination and Materials using Unintended Shadows
26. CVPR 2024Efficient Meshflow and Optical Flow Estimation from Event Cameras
27. CVPR 2024EfficientDreamer: High-Fidelity and Robust 3D Creation via Orthogonal-view Diffusion Priors
28. CVPR 2024Entity-NeRF: Detecting and Removing Moving Entities in Urban Scenes
29. CVPR 2024EvDiG: Event-guided Direct and Global Components Separation
30. CVPR 2024Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline
31. CVPR 2024Face2Diffusion for Fast and Editable Face Personalization
32. CVPR 2024Facial Identity Anonymization via Intrinsic and Extrinsic Attention Distraction
33. CVPR 2024Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity
34. CVPR 2024FAR: Flexible Accurate and Robust 6DoF Relative Camera Pose Estimation
35. CVPR 2024FC-GNN: Recovering Reliable and Accurate Correspondences from Interferences
36. CVPR 2024FocSAM: Delving Deeply into Focused Objects in Segmenting Anything
37. CVPR 2024FREE: Faster and Better Data-Free Meta-Learning
38. CVPR 2024From a Bird's Eye View to See: Joint Camera and Subject Registration without the Camera Calibration
39. CVPR 2024From Variance to Veracity: Unbundling and Mitigating Gradient Variance in Differentiable Bundle Adjustment Layers
40. CVPR 2024GART: Gaussian Articulated Template Models
41. CVPR 2024General Point Model Pretraining with Autoencoding and Autoregressive
42. CVPR 2024Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching
43. CVPR 2024Generative Proxemics: A Prior for 3D Social Interaction from Images
44. CVPR 2024GenHowTo: Learning to Generate Actions and State Transformations from Instructional Videos
45. CVPR 2024HarmonyView: Harmonizing Consistency and Diversity in One-Image-to-3D
46. CVPR 2024Hide in Thicket: Generating Imperceptible and Rational Adversarial Perturbations on 3D Point Clouds
47. CVPR 2024High-Quality Facial Geometry and Appearance Capture at Home
48. CVPR 2024HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment
49. CVPR 2024Hyper-MD: Mesh Denoising with Customized Parameters Aware of Noise Intensity and Geometric Characteristics
50. CVPR 2024ICON: Incremental CONfidence for Joint Pose and Radiance Field Optimization

FAQ

How many Social aspects · accountability transparency and interpretability papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

3,411 in total: 301 in 2023, 589 in 2024, 1,164 in 2025, 1,357 in 2026.

How many Social aspects · accountability transparency and interpretability papers are at NeurIPS 2026?

NeurIPS 2026 has 416 Social aspects · accountability transparency and interpretability papers, versus 522 the year before.

How many Social aspects · accountability transparency and interpretability papers are at ICLR 2026?

ICLR 2026 has 292 Social aspects · accountability transparency and interpretability papers, versus 211 the year before.

How many Social aspects · accountability transparency and interpretability papers are at ICML 2026?

ICML 2026 has 541 Social aspects · accountability transparency and interpretability papers, versus 337 the year before.

How many Social aspects · accountability transparency and interpretability papers are at CVPR 2026?

CVPR 2026 has 108 Social aspects · accountability transparency and interpretability papers, versus 94 the year before.

Which conference publishes the most Social aspects · accountability transparency and interpretability papers?

NeurIPS, with 1,275 papers from 2023 to 2026.