Conference proceedings

  • Ravikumar, Deepak, Soufleri, Efstathia, Hashemi, Abolfazl, Roy, Kaushik. Memorization Through the Lens of Sample Gradients. ICLR 2026. (paper link)
  • Peng, Xueqing, Qian, Lingfei, Wang, Yan, Soufleri, Efstathia, others. MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application. ACL 2026. (paper link)
  • Das Biswas, S., Soufleri, Efstathia, Roy, A., Roy, Kaushik. Learning Unified Spatio-temporal Representations for Efficient Compressed Video Understanding. WACV 2026. (paper link)
  • Soufleri, Efstathia, Ananiadou, Sophia. Enhancing Stress Detection on Social Media Through Multi-Modal Fusion of Text and Synthesized Visuals. Workshop on Biomedical Language Processing 2025. (paper link)
  • Ravikumar, Deepak, Soufleri, Efstathia, Hashemi, Abolfazl, Roy, Kaushik. Towards Memorization Estimation: Fast, Formal and Free. ICML 2025. (paper link)
  • Ravikumar, Deepak, Soufleri, Efstathia, Roy, Kaushik. Improved Out-of-Distribution Detection with Additive Angular Margin Loss. CVPR 2025. (paper link)
  • Peng, Xueqing, Papadopoulos, Triantafillos, Soufleri, Efstathia, Giannouris, Polydoros, Xiang, Ruoyu, Wang, Yan, Qian, Lingfei, Huang, Jimin, Xie, Qianqian, Ananiadou, Sophia. Plutus: Benchmarking large language models in low-resource greek finance. EMNLP 2025. (paper link)
  • Ravikumar, Deepak, Soufleri, Efstathia, Roy, Kaushik. Curvature clues: Decoding deep learning privacy with input loss curvature. NeurIPS 2024 (Spotlight). (paper link)
  • Ravikumar, Deepak, Soufleri, Efstathia, Hashemi, Abolfazl, Roy, Kaushik. Unveiling privacy, memorization, and input curvature links. ICML 2024. (paper link)
  • Kosta, Adarsh, Soufleri, Efstathia, Chakraborty, Indranil, Agrawal, Amogh, Ankit, Aayush, Roy, Kaushik. HyperX: A Hybrid RRAM-SRAM partitioned system for error recovery in memristive Xbars. DATE 2022. (paper link)
  • Panda, Priyadarshini, Soufleri, Efstathia, Roy, Kaushik. Evaluating the Stability of Recurrent Neural Models during Training with Eigenvalue Spectra Analysis. IJCNN 2019. (paper link)

Journal articles

  • Yoo, Hyunwoo, Soufleri, Efstathia, Ravikumar, Deepak, Rosen, Gail. Cross-Modal Generative Augmentation for Multimodal Biological Classification. TMLR 2026. (paper link)
  • Karpontinis, Dimitris, Soufleri, Efstathia. DP-CARE: A Differentially Private Classifier for Mental Health Analysis in Social Media Posts. Frontiers in Digital Health 2025. (paper link)
  • Soufleri, Efstathia, Ravikumar, Deepak, Roy, Kaushik. Dp-imgsyn: Dataset alignment for obfuscated, differentially private image synthesis. TMLR 2024. (paper link)
  • Soufleri, Efstathia, Roy, Kaushik. Network Compression via Mixed Precision Quantization Using a Multi-Layer Perceptron for the Bit-Width Allocation. IEEE Access 2021. (paper link)

Preprints

  • Soufleri, Efstathia, Ravikumar, Deepak, Roy, Kaushik. Advancing Compressed Video Action Recognition through Progressive Knowledge Distillation. arXiv 2024. (paper link)