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2020 – today
- 2026
[i8]Farzan Farnia, Mohammad Jalali, Azim Ospanov:
Exposing Diversity Bias in Deep Generative Models: Statistical Origins and Correction of Diversity Error. CoRR abs/2602.14682 (2026)- 2025
- [c4]Mohammad Jalali, Azim Ospanov, Amin Gohari, Farzan Farnia:
An Information-Theoretic Approach to Diversity Evaluation of Prompt-Based Generative Models. ICCVW 2025: 7684-7693 - [c3]Azim Ospanov, Mohammad Jalali, Farzan Farnia:
Scendi Score: Prompt-Aware Diversity Evaluation Via Schur Complement of Clip Embeddings. ICCV 2025: 16927-16937 - [c2]Azim Ospanov, Farzan Farnia:
Do Vendi Scores Converge with Finite Samples? Truncated Vendi Score for Finite-Sample Convergence Guarantees. UAI 2025: 3272-3299 - [i7]Azim Ospanov, Farzan Farnia, Roozbeh Yousefzadeh:
APOLLO: Automated LLM and Lean Collaboration for Advanced Formal Reasoning. CoRR abs/2505.05758 (2025) - [i6]Azim Ospanov, Farzan Farnia, Roozbeh Yousefzadeh:
miniF2F-Lean Revisited: Reviewing Limitations and Charting a Path Forward. CoRR abs/2511.03108 (2025) - [i5]Azim Ospanov, Zijin Feng, Jiacheng Sun, Haoli Bai, Shen Xin, Farzan Farnia:
HERMES: Towards Efficient and Verifiable Mathematical Reasoning in LLMs. CoRR abs/2511.18760 (2025) - 2024
- [c1]Azim Ospanov, Jingwei Zhang, Mohammad Jalali, Xuenan Cao, Andrej Bogdanov, Farzan Farnia:
Towards a Scalable Reference-Free Evaluation of Generative Models. NeurIPS 2024 - [i4]Azim Ospanov, Jingwei Zhang, Mohammad Jalali, Xuenan Cao, Andrej Bogdanov, Farzan Farnia:
Towards a Scalable Reference-Free Evaluation of Generative Models. CoRR abs/2407.02961 (2024) - [i3]Azim Ospanov, Farzan Farnia:
On the Statistical Complexity of Estimating VENDI Scores from Empirical Data. CoRR abs/2410.21719 (2024) - [i2]Mohammad Jalali, Azim Ospanov, Amin Gohari, Farzan Farnia:
Conditional Vendi Score: An Information-Theoretic Approach to Diversity Evaluation of Prompt-based Generative Models. CoRR abs/2411.02817 (2024) - [i1]Azim Ospanov, Mohammad Jalali, Farzan Farnia:
Dissecting CLIP: Decomposition with a Schur Complement-based Approach. CoRR abs/2412.18645 (2024)
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