Pretraining boosts out-of-domain robustness for pose estimation. - Alexander Mathis; Mert Yüksekgönül; Byron Rogers; Matthias Bethge; Mackenzie W. Mathis (CoRR, 2019)

Learning Maximally Predictive Prototypes in Multiple Instance Learning. - Mert Yüksekgönül; Özgür Emre Sivrikaya; Mustafa Gökçe Baydogan (CoRR, 2019)

Pretraining boosts out-of-domain robustness for pose estimation. - Alexander Mathis; Thomas Biasi; Steffen Schneider 001; Mert Yüksekgönül; Byron Rogers; Matthias Bethge; Mackenzie W. Mathis (WACV, 2021)

Learning prototypes for multiple instance learning. - Özgür Emre Sivrikaya; Mert Yüksekgönül; Mustafa Gökçe Baydogan (Turkish J. Electr. Eng. Comput. Sci., 2021)

Meaningfully debugging model mistakes using conceptual counterfactual explanations. - Abubakar Abid; Mert Yüksekgönül; James Zou 001 (ICML, 2022)

SkinCon: A skin disease dataset densely annotated by domain experts for fine-grained debugging and analysis. - Roxana Daneshjou; Mert Yüksekgönül; Zhuo Ran Cai; Roberto A. Novoa; James Y. Zou (NeurIPS, 2022)

When and Why Vision-Language Models Behave like Bags-Of-Words, and What to Do About It? - Mert Yüksekgönül; Federico Bianchi 001; Pratyusha Kalluri; Dan Jurafsky; James Zou 001 (ICLR, 2023)

Post-hoc Concept Bottleneck Models. - Mert Yüksekgönül; Maggie Wang; James Zou 001 (ICLR, 2023)

Discover and Cure: Concept-aware Mitigation of Spurious Correlation. - Shirley Wu; Mert Yüksekgönül; Linjun Zhang; James Zou 001 (ICML, 2023)

Beyond Confidence: Reliable Models Should Also Consider Atypicality. - Mert Yüksekgönül; Linjun Zhang; James Y. Zou; Carlos Guestrin (NeurIPS, 2023)

SkinCon: A skin disease dataset densely annotated by domain experts for fine-grained model debugging and analysis. - Roxana Daneshjou; Mert Yüksekgönül; Zhuo Ran Cai; Roberto A. Novoa; James Zou 001 (CoRR, 2023)

Diversity of Thought Improves Reasoning Abilities of Large Language Models. - Ranjita Naik; Varun Chandrasekaran; Mert Yüksekgönül; Hamid Palangi; Besmira Nushi (CoRR, 2023)

ChatGPT Exhibits Gender and Racial Biases in Acute Coronary Syndrome Management. - Angela Zhang; Mert Yüksekgönül; Joshua Guild; James Zou 001; Joseph C. Wu (CoRR, 2023)

Holistic Evaluation of Language Models. - Percy Liang; Rishi Bommasani; Tony Lee; Dimitris Tsipras; Dilara Soylu; Michihiro Yasunaga; Yian Zhang; Deepak Narayanan; Yuhuai Wu; Ananya Kumar; Benjamin Newman; Binhang Yuan; et al. (Trans. Mach. Learn. Res., 2023)

GPT detectors are biased against non-native English writers. - Weixin Liang; Mert Yüksekgönül; Yining Mao; Eric Wu; James Zou 001 (Patterns, 2023)

KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval. - Marah I Abdin; Suriya Gunasekar; Varun Chandrasekaran; Jerry Li; Mert Yüksekgönül; Rahee Ghosh Peshawaria; Ranjita Naik; Besmira Nushi (ICLR, 2024)

Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models. - Mert Yüksekgönül; Varun Chandrasekaran; Erik Jones; Suriya Gunasekar; Ranjita Naik; Hamid Palangi; Ece Kamar; Besmira Nushi (ICLR, 2024)

How Well Can LLMs Negotiate? NegotiationArena Platform and Analysis. - Federico Bianchi 001; Patrick John Chia; Mert Yüksekgönül; Jacopo Tagliabue; Dan Jurafsky; James Zou 001 (ICML, 2024)

TextGrad: Automatic "Differentiation" via Text. - Mert Yüksekgönül; Federico Bianchi 001; Joseph Boen; Sheng Liu; Zhi Huang; Carlos Guestrin; James Zou 001 (CoRR, 2024)

A ghost mechanism: An analytical model of abrupt learning. - Fatih Dinc; Ege Çirakman; Yiqi Jiang; Mert Yüksekgönül; Mark J. Schnitzer; Hidenori Tanaka (CoRR, 2025)

SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning. - Wanjia Zhao; Mert Yüksekgönül; Shirley Wu; James Zou 001 (CoRR, 2025)

Optimizing generative AI by backpropagating language model feedback. - Mert Yüksekgönül; Federico Bianchi 001; Joseph Boen; Sheng Liu; Pan Lu; Zhi Huang; Carlos Guestrin; James Zou 001 (Nat., 2025)

Dynamic Cheatsheet: Test-Time Learning with Adaptive Memory. - Mirac Suzgun; Mert Yüksekgönül; Federico Bianchi 001; Dan Jurafsky; James Zou 001 (CoRR, 2025)

Can LLM feedback enhance review quality? A randomized study of 20K reviews at ICLR 2025. - Nitya Thakkar; Mert Yüksekgönül; Jake Silberg; Animesh Garg; Nanyun Peng 001; Fei Sha; Rose Yu; Carl Vondrick; James Zou 001 (CoRR, 2025)

Cost-of-Pass: An Economic Framework for Evaluating Language Models. - Mehmet Hamza Erol; Batu El; Mirac Suzgun; Mert Yüksekgönül; James Zou 001 (CoRR, 2025)

metaTextGrad: Automatically optimizing language model optimizers. - Guowei Xu; Mert Yüksekgönül; Carlos Guestrin; James Y. Zou (CoRR, 2025)