Bias Mitigation for Large Language Models using Adversarial Learning. - Jasmina S. Ernst; Sascha Marton; Jannik Brinkmann; Eduardo Vellasques; Damien Foucard; Martin Kraemer; Marian Lambert (AEQUITAS@ECAI, 2023)

A Multidimensional Analysis of Social Biases in Vision Transformers. - Jannik Brinkmann; Paul Swoboda; Christian Bartelt (ICCV, 2023)

A Mechanistic Analysis of a Transformer Trained on a Symbolic Multi-Step Reasoning Task. - Jannik Brinkmann; Abhay Sheshadri; Victor Levoso; Paul Swoboda; Christian Bartelt (ACL (Findings), 2024)

GOV-REK: Governed Reward Engineering Kernels for Designing Robust Multi-Agent Reinforcement Learning Systems. - Ashish Rana; Michael Oesterle; Jannik Brinkmann (AAMAS, 2024)

Unsupervised Extraction of Test Scenarios from Time-Series Sensor Data using Trace Graphs. - Jannik Brinkmann; Noah Metzger; Christian Bartelt (HICSS, 2024)

Measuring Progress in Dictionary Learning for Language Model Interpretability with Board Game Models. - Adam Karvonen; Benjamin Wright; Can Rager; Rico Angell; Jannik Brinkmann; Logan Smith; Claudio Mayrink Verdun; David Bau; Samuel Marks (NeurIPS, 2024)

NNsight and NDIF: Democratizing Access to Foundation Model Internals. - Jaden Fiotto-Kaufman; Alexander R. Loftus; Eric Todd; Jannik Brinkmann; Caden Juang; Koyena Pal; Can Rager; Aaron Mueller; Samuel Marks; Arnab Sen Sharma; Francesca Lucchetti; Michael Ripa; et al. (CoRR, 2024)

The Quest for the Right Mediator: A History, Survey, and Theoretical Grounding of Causal Interpretability. - Aaron Mueller; Jannik Brinkmann; Millicent L. Li; Samuel Marks; Koyena Pal; Nikhil Prakash; Can Rager; Aruna Sankaranarayanan; Arnab Sen Sharma; Jiuding Sun; Eric Todd; David Bau; et al. (CoRR, 2024)

NNsight and NDIF: Democratizing Access to Open-Weight Foundation Model Internals. - Jaden Fried Fiotto-Kaufman; Alexander Russell Loftus; Eric Todd; Jannik Brinkmann; Koyena Pal; Dmitrii Troitskii; Michael Ripa; Adam Belfki; Can Rager; Caden Juang; Aaron Mueller; Samuel Marks; et al. (ICLR, 2025)

Large Language Models Share Representations of Latent Grammatical Concepts Across Typologically Diverse Languages. - Jannik Brinkmann; Chris Wendler; Christian Bartelt; Aaron Mueller (NAACL (Long Papers), 2025)

NSA: Neuro-symbolic ARC Challenge. - Pawel Batorski; Jannik Brinkmann; Paul Swoboda (CoRR, 2025)

Jailbreak Strength and Model Similarity Predict Transferability. - Rico Angell; Jannik Brinkmann; He He (CoRR, 2025)