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
7 papers, page 1 of 1
- CVPR 2026DeDelayed Deleting Remote Inference Delay via On-Device Correction
- CVPR 2026Mobile-VTON High-Fidelity On-Device Virtual Try-On
- CVPR 2025EdgeTAM: On-Device Track Anything Model
- CVPR 2024Cloud-Device Collaborative Learning for Multimodal Large Language Models
- CVPR 2024Device-Wise Federated Network Pruning
- CVPR 2023Efficient On-Device Training via Gradient Filtering
- CVPR 2023TMO: Textured Mesh Acquisition of Objects With a Mobile Device by Using Differentiable Rendering
Ask about this trend from Claude or Cursor
Connect the Paperlist MCP and your assistant can pull the numbers on this page while you draft a survey, pick a direction or plan a submission: papers per year and venue, growth, the fastest-rising sub-themes and representative papers, shaped around your question.
Copy this prompt into your assistant
Use paperlist to show how On-Device Learning papers grew at NeurIPS from 2023 to 2026, and which year jumped the most.
Tool the assistant calls: get_topic_stats {"topic": "on-device-learning"}
Set up Paperlist MCP in two minutes (Claude Code, Cursor, Codex, ChatGPT)
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.