TinyML papers, 2023–2026
Microcontroller ML
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 4 papers are tagged with this topic.
Key findings
- TinyML barely existed at these four venues in 2023 and reached 1 papers by 2026.
- NeurIPS publishes the most TinyML work: 2 papers from 2023 to 2026, 50% of the four-venue total.
- Among the 5 topics under Edge and IoT, it ranks #5 by 2026 paper count.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 0 | 0 | 0 | 0 | 0 |
| 2024 | 1 | 0 | 0 | 0 | 1 |
| 2025 | 1 | 0 | 1 | 0 | 2 |
| 2026 | 0 | 1 | 0 | 0 | 1 |
Representative papers
Spread across years and venues so every edition shows up
- ICLR 2026Boosted Trees on a Diet: Compact Models for Resource-Constrained Devices
- NeurIPS 2025msf-CNN: Patch-based Multi-Stage Fusion with Convolutional Neural Networks for TinyML
- ICML 2025QUTE: Quantifying Uncertainty in TinyML models with Early-exit-assisted ensembles for model-monitoring
- NeurIPS 2024DEX: Data Channel Extension for Efficient CNN Inference on Tiny AI Accelerators
All TinyML papers
4 papers, page 1 of 1
- ICLR 2026Boosted Trees on a Diet: Compact Models for Resource-Constrained Devices
- ICML 2025QUTE: Quantifying Uncertainty in TinyML models with Early-exit-assisted ensembles for model-monitoring
- NeurIPS 2025msf-CNN: Patch-based Multi-Stage Fusion with Convolutional Neural Networks for TinyML
- NeurIPS 2024DEX: Data Channel Extension for Efficient CNN Inference on Tiny AI Accelerators
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FAQ
- How many TinyML papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?
- 4 in total: 0 in 2023, 1 in 2024, 2 in 2025, 1 in 2026.
- How many TinyML papers are at NeurIPS 2025?
- NeurIPS 2025 has 1 TinyML papers, versus 1 the year before.
- How many TinyML papers are at ICLR 2026?
- ICLR 2026 has 1 TinyML papers.
- How many TinyML papers are at ICML 2025?
- ICML 2025 has 1 TinyML papers.
- Which conference publishes the most TinyML papers?
- NeurIPS, with 2 papers from 2023 to 2026.