On-Device Learning papers, 2023–2026
On-device training
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 134 papers are tagged with this topic.
Key findings
- On-Device Learning fell from 122 papers in 2023 to 6 in 2026, so interest is cooling.
- NeurIPS publishes the most On-Device Learning work: 91 papers from 2023 to 2026, 68% of the four-venue total.
- Among the 5 topics under Edge and IoT, it ranks #4 by 2026 paper count; the fastest grower in the group, Sensor Fusion, is up 3.8x versus 0.0x here.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 90 | 0 | 30 | 2 | 122 |
| 2024 | 0 | 0 | 2 | 2 | 4 |
| 2025 | 0 | 1 | 0 | 1 | 2 |
| 2026 | 1 | 0 | 3 | 2 | 6 |
Representative papers
Spread across years and venues so every edition shows up
- NeurIPS 2026MobileMoE: Scaling On-Device Mixture of Experts
- ICML 2026Lower Bounds for Frank-Wolfe on Strongly Convex Sets
- CVPR 2026DeDelayed Deleting Remote Inference Delay via On-Device Correction
- ICLR 2025Robust Function-Calling for On-Device Language Model via Function Masking
- CVPR 2025EdgeTAM: On-Device Track Anything Model
- ICML 2024MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases
- CVPR 2024Device-Wise Federated Network Pruning
- NeurIPS 2023[Re] Numerical influence of ReLU'(0) on backpropagation
- ICML 2023Adversarial Collaborative Learning on Non-IID Features
- CVPR 2023Efficient On-Device Training via Gradient Filtering
- ICML 2026On the Fragility of Data Attribution When Learning Is Distributed
- CVPR 2026Mobile-VTON High-Fidelity On-Device Virtual Try-On
- ICML 2024On Online Experimentation without Device Identifiers
- CVPR 2024Cloud-Device Collaborative Learning for Multimodal Large Language Models
- NeurIPS 2023[Re] On the Reproducibility of CartoonX
- ICML 2023FlexRound: Learnable Rounding based on Element-wise Division for Post-Training Quantization
- CVPR 2023TMO: Textured Mesh Acquisition of Objects With a Mobile Device by Using Differentiable Rendering
- ICML 2026Efficient Preference Poisoning Attack on Offline RLHF
- NeurIPS 2023A U-turn on Double Descent: Rethinking Parameter Counting in Statistical Learning
- ICML 2023Towards Robust Graph Incremental Learning on Evolving Graphs
All On-Device Learning papers
4 papers, page 1 of 1
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FAQ
- How many On-Device Learning papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 134 in total: 122 in 2023, 4 in 2024, 2 in 2025, 6 in 2026.
- How many On-Device Learning papers are at NeurIPS 2026?
- NeurIPS 2026 has 1 On-Device Learning papers.
- How many On-Device Learning papers are at ICLR 2025?
- ICLR 2025 has 1 On-Device Learning papers.
- How many On-Device Learning papers are at ICML 2026?
- ICML 2026 has 3 On-Device Learning papers.
- How many On-Device Learning papers are at CVPR 2026?
- CVPR 2026 has 2 On-Device Learning papers, versus 1 the year before.
- Which conference publishes the most On-Device Learning papers?
- NeurIPS, with 91 papers from 2023 to 2026.