publications
2026
SV-Detect: AI-generated Text Detection with Steering Vectors
Mikhail Vishnyakov, Tatiana Gaintseva
arxiv preprint
[paper, GitHub]
Mikhail Vishnyakov, Tatiana Gaintseva
arxiv preprint
[paper, GitHub]
A Geometric Account of Activation Steering through Angle-Norm Decomposition
Georgii Aparin, Tatiana Gaintseva
arxiv preprint
[paper]
Georgii Aparin, Tatiana Gaintseva
arxiv preprint
[paper]
MidSteer: Optimal Affine Framework for Steering Generative Models
Tatiana Gaintseva, Andrew Stepanov, Ziquan Liu, Martin Benning, Gregory Slabaugh, Jiankang Deng, Ismail Elezi
ICML 2026
[paper, GitHub]
Tatiana Gaintseva, Andrew Stepanov, Ziquan Liu, Martin Benning, Gregory Slabaugh, Jiankang Deng, Ismail Elezi
ICML 2026
[paper, GitHub]
Multi-Way Representation Alignment
Akshit Achara, Tatiana Gaintseva, Mateo Mahaut, Pritish Chakraborty, Viktor Stenby Johansson, Melih Barsbey, Emanuele Rodolà, Donato Crisostomi
ICML 2026
[paper, GitHub]
Akshit Achara, Tatiana Gaintseva, Mateo Mahaut, Pritish Chakraborty, Viktor Stenby Johansson, Melih Barsbey, Emanuele Rodolà, Donato Crisostomi
ICML 2026
[paper, GitHub]
2025
CASteer: Steering Diffusion Models for Controllable Erasure
Tatiana Gaintseva, Andreea-Maria Oncescu, Chengcheng Ma, Ziquan Liu, Martin Benning, Gregory Slabaugh, Jiankang Deng, Ismail Elezi
ICLR 2026
[paper, GitHub]
Tatiana Gaintseva, Andreea-Maria Oncescu, Chengcheng Ma, Ziquan Liu, Martin Benning, Gregory Slabaugh, Jiankang Deng, Ismail Elezi
ICLR 2026
[paper, GitHub]
2024
RAVE: Residual Vector Embedding for CLIP-Guided Backlit Image Enhancement
Tatiana Gaintseva, Martin Benning, Gregory Slabaugh
ECCV 2024
[paper, project page, GitHub]
Tatiana Gaintseva, Martin Benning, Gregory Slabaugh
ECCV 2024
[paper, project page, GitHub]
Boundary detection in mixed AI-human texts
Laida Kushnareva, Tatiana Gaintseva, German Magai, Serguei Barannikov, Dmitry Abulkhanov, Kristian Kuznetsov, Eduard Tulchinskii, Irina Piontkovskaya, Sergey Nikolenko
COLM 2024, Outstanding Paper Award
[paper, GitHub]
Laida Kushnareva, Tatiana Gaintseva, German Magai, Serguei Barannikov, Dmitry Abulkhanov, Kristian Kuznetsov, Eduard Tulchinskii, Irina Piontkovskaya, Sergey Nikolenko
COLM 2024, Outstanding Paper Award
[paper, GitHub]
Improving Interpretability and Robustness for the Detection of AI-Generated Images
Tatiana Gaintseva, Laida Kushnareva, German Magai, Irina Piontkovskaya, Sergey Nikolenko, Martin Benning, Serguei Barannikov, Gregory Slabaugh
arxiv preprint
[paper]
Tatiana Gaintseva, Laida Kushnareva, German Magai, Irina Piontkovskaya, Sergey Nikolenko, Martin Benning, Serguei Barannikov, Gregory Slabaugh
arxiv preprint
[paper]