Edge Inference papers, 2023–2026

Key findings

• Edge Inference went from 7 papers in 2023 to 28 in 2026, roughly 4.0x in three years.
• NeurIPS publishes the most Edge Inference work: 21 papers from 2023 to 2026, 38% of the four-venue total.
• The fastest-growing overlap is with Federated Edge Inference: papers tagged with both rose from 3 in 2023 to 15 in 2026.
• Among the 5 topics under Hardware and Compilers, it ranks #4 by 2026 paper count; the fastest grower in the group, Chip Design ML, is up 2.3x versus 4.0x here.

Representative papers

Spread across years and venues so every edition shows up

• NeurIPS 2026Does Sparse Connectivity Improve Generalization? Convolutional Networks Below the Edge of Stability
• ICML 2026Faster Activation Functions at the Edge for Post-Training Speedups
• ICLR 2026Neural Graduated Assignment for Maximum Common Edge Subgraphs
• CVPR 2026E2-SCI Elastic Edge-Cloud Speculative Decoding via Credit Inertia
• NeurIPS 2025CoreGuard: Safeguarding Foundational Capabilities of LLMs Against Model Stealing in Edge Deployment
• ICML 2025Edge-Colored Clustering in Hypergraphs: Beyond Minimizing Unsatisfied Edges
• ICLR 2025Grokking at the Edge of Numerical Stability
• CVPR 2025QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge
• NeurIPS 2024Stepping on the Edge: Curvature Aware Learning Rate Tuners
• CVPR 20243D Neural Edge Reconstruction
• NeurIPS 2023From Trainable Negative Depth to Edge Heterophily in Graphs
• ICML 2023Second-order regression models exhibit progressive sharpening to the edge of stability
• ICLR 2023Self-Stabilization: The Implicit Bias of Gradient Descent at the Edge of Stability
• CVPR 2023The Treasure Beneath Multiple Annotations: An Uncertainty-Aware Edge Detector
• NeurIPS 2026Edge of Stability Selectively Shapes Learning Across the Data Distribution
• ICML 2026PipeSD: An Efficient Cloud-Edge Collaborative Pipeline Inference Framework with Speculative Decoding
• ICLR 2026Tequila: Deadzone-free Ternary Quantization for Large Language Models
• CVPR 2026Edge-Focused Super-Resolution for Omnidirectional Images with Spherical Geometric Augmentation
• NeurIPS 2025Sim-LLM: Optimizing LLM Inference at the Edge through Inter-Task KV Reuse
• ICML 2025Towards characterizing the value of edge embeddings in Graph Neural Networks

All Edge Inference papers

14 papers, page 1 of 1

1. CVPR 2025EdgeMovingNet: Edge-preserving Point Cloud Reconstruction via Joint Geometry Features
2. CVPR 2025QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge
3. ICLR 2025Grokking at the Edge of Numerical Stability
4. ICLR 2025Learning Dynamics of Deep Matrix Factorization Beyond the Edge of Stability
5. ICML 2025Edge-Colored Clustering in Hypergraphs: Beyond Minimizing Unsatisfied Edges
6. ICML 2025Grokking at the Edge of Linear Separability
7. ICML 2025Towards characterizing the value of edge embeddings in Graph Neural Networks
8. NeurIPS 2025CAGE: Continuity-Aware edGE Network Unlocks Robust Floorplan Reconstruction
9. NeurIPS 2025CoreGuard: Safeguarding Foundational Capabilities of LLMs Against Model Stealing in Edge Deployment
10. NeurIPS 2025On the Edge of Memorization in Diffusion Models
11. NeurIPS 2025Sim-LLM: Optimizing LLM Inference at the Edge through Inter-Task KV Reuse
12. NeurIPS 2025Structure-Aware Spectral Sparsification via Uniform Edge Sampling
13. NeurIPS 2025Transfer Learning on Edge Connecting Probability Estimation Under Graphon Model
14. NeurIPS 2025Variational Learning Finds Flatter Solutions at the Edge of Stability

FAQ

How many Edge Inference papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

55 in total: 7 in 2023, 6 in 2024, 14 in 2025, 28 in 2026.

How many Edge Inference papers are at NeurIPS 2026?

NeurIPS 2026 has 10 Edge Inference papers, versus 7 the year before.

How many Edge Inference papers are at ICLR 2026?

ICLR 2026 has 3 Edge Inference papers, versus 2 the year before.

How many Edge Inference papers are at ICML 2026?

ICML 2026 has 9 Edge Inference papers, versus 3 the year before.

How many Edge Inference papers are at CVPR 2026?

CVPR 2026 has 6 Edge Inference papers, versus 2 the year before.

Which conference publishes the most Edge Inference papers?

NeurIPS, with 21 papers from 2023 to 2026.