Diana Marculescu
Professor
Works on energy-efficient machine learning through hardware-model co-design, including neural architecture search and pruning for edge devices.
Diana Marculescu's lab at UT Austin works on accelerators, chips & architecture and efficient training & inference. 13 papers since 2023, 1 at top venues, mostly AAAI. 3 PhD students. 49 alumni, most often to Google and Oracle Corp.. Applications close .
At a glance
- papers, 2023–2026
- 3/ year
- at T1 venues
- 8%
- PhD students
- 3
- MS students
- 0
- alumni listed
- 49
Papers by yearfrom the lab homepage, 2023–2026
- 0 papers2026 · T1 0 · collecting
- 2 papers2025 · T1 0
- 4 papers2024 · T1 0
- 7 papers2023 · T1 1
T1 venuesOtherVenues: AAAI
Research focuspaper titles that use each topic's words
- Accelerators, chips & architecture1 paper
- architecture search1 paper
- Efficient training & inference0 papers
- neural architecture0 papers
- co-design0 papers
Paper list
From the lab homepage.
20252 papers
- International Conference on Learning Representations (ICLR), SingaporeLooking Backward: Streaming Video-to-Video Translation with Feature Banks
- IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, TNMovie Weaver: Tuning-Free Multi-Concept Video Personalization with Anchored Prompts
20244 papers
- IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HIFLORA: Fine-grained Low-Rank Architecture Search for Vision Transformer
- IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WAFlowvid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis
- ICLR WorkshopSCAN-Edge: Finding MobileNet-speed Hybrid Networks for Commodity Edge Devices
- IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HISSVOD: Semi-Supervised Video Object Detection with Sparse Annotations
20237 papers
- IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HawaiiAVE-CLIP: AudioCLIP-based Multi-window Temporal Transformer for Audio Visual Event Localization
- IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, GreeceClip4VideoCap: Rethinking CLIP for Video Captioning with Multiscale Temporal Fusion and Commonsense Knowledge
- IEEE International Conference on Computer Vision (ICCV), Paris, FranceJumping through Local Minima: Quantization in the Loss Landscape of Vision Transformers
- IEEE International Conference on Field Programmable Technology (FPT), Yokohama, JapanMaxEVA: Maximizing the Efficiency of Matrix Multiplication on Versal AI Engine
- AAAI (T1)MobileTL: On-device Transfer Learning with Inverted Residual Blocks
- IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, CanadaOpen-Vocabulary Semantic Segmentation with Mask-adapted CLIP
- ACM Trans. on Embedded Computing Systems, Special Issue on Domain-Specific SoC Architectures and Run-Time Management TechniquesQUIDAM: A Framework for Quantization-Aware DNN Accelerator and Model Co-Exploration
Where alumni went49 listed, 82% to industry
Industry 28Academia 6
Most often to
- Oracle Corp.
- Apple
Also to
- University of Pittsburgh
- Carnegie Mellon University
- National Chiao Tong University
Apply to UT AustinFall 2027
Computer Science PhD
- Round
- Single round (Dec 15)
- Opens
- GRE
- See program page
- English
- See program page
- Fee
- See program page
Not yet confirmed for this intake.
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Data
Some numbers could not be verified:
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- Verified
- Papers
- The lab homepage
- Members
- Lab homepage
- Alumni
- Lab homepage
Tiers are venue classifications, not lab rankings.
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