3D Object Recognition Method Using CNNs and Slicing. - Razvan-Gabriel Dumitru; Sebastian-Antonio Toma; Dorian Gorgan (AQTR, 2022)

3D Object Recognition using Enhanced Slicing. - Razvan-Gabriel Dumitru; Dorian Gorgan (ICCP, 2023)

Using DUCK-Net for Polyp Image Segmentation. - Razvan-Gabriel Dumitru; Darius Peteleaza; Catalin Craciun (CoRR, 2023)

ELLEN: Extremely Lightly Supervised Learning for Efficient Named Entity Recognition. - Haris Riaz; Razvan-Gabriel Dumitru; Mihai Surdeanu (LREC/COLING, 2024)

Change Is the Only Constant: Dynamic LLM Slicing based on Layer Redundancy. - Razvan-Gabriel Dumitru; Paul-Ioan Clotan; Vikas Yadav; Darius Peteleaza; Mihai Surdeanu (EMNLP (Findings), 2024)

Enhancing Transformer RNNs with Multiple Temporal Perspectives. - Razvan-Gabriel Dumitru; Darius Peteleaza; Mihai Surdeanu (CoRR, 2024)

Layer-Wise Quantization: A Pragmatic and Effective Method for Quantizing LLMs Beyond Integer Bit-Levels. - Razvan-Gabriel Dumitru; Vikas Yadav; Rishabh Maheshwary; Paul-Ioan Clotan; Sathwik Tejaswi Madhusudhan; Mihai Surdeanu (CoRR, 2024)

Variable Layerwise Quantization: A Simple and Effective Approach to Quantize LLMs. - Razvan-Gabriel Dumitru; Vikas Yadav; Rishabh Maheshwary; Paul-Ioan Clotan; Sathwik Tejaswi Madhusudhan; Mihai Surdeanu (ACL (Findings), 2025)

CopySpec: Accelerating LLMs with Speculative Copy-and-Paste Without Compromising Quality. - Razvan-Gabriel Dumitru; Minglai Yang 002; Vikas Yadav; Mihai Surdeanu (CoRR, 2025)

ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models. - Razvan-Gabriel Dumitru; Darius Peteleaza; Vikas Yadav; Liangming Pan (CoRR, 2025)