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g degree from duke university with double major in computer sciene and electrical computer engineering i worked with prof george konidaris and prof kris hauser on my undergraduate research on robotics my long term research goal is to make machine learning models and systems reliable and responsible these days i am mainly working on three particular directions llm reasoning especially on post training and llm as a judge evaluation show only mechanistic interpretability of llm show only trustworthy and societal implications for llms show only publications show highlighted equal contribution cocabench can vibe coders really pass the vibe check srijan bansal jiao fangkai yilun zhou austin xu shafiq joty semih yavuz preprint 2026 bibtex article bansal2025cocabench title cocabench can vibe coders really pass the vibe check author bansal srijan and fangkai jiao and zhou yilun and xu austin and joty shafiq and yavuz semih year 2025 variation in verification understanding verification dynamics in large language models yefan zhou austin xu yilun zhou janvijay singh jiang gui shafiq joty international conference on learning representations iclr 2026 paper bibtex inproceedings zhou2026verification title variation in verification understanding verification dynamics in large language models author zhou yefan and xu austin and zhou yilun and singh janvijay and gui jiang and joty shafiq booktitle international conference on learning representations year 2026 on the shelf life of fine tuned llm judges future proofing backward compatibility and question generalization janvijay singh austin xu yilun zhou yefan zhou dilek hakkani tur shafiq joty international conference on learning representations iclr 2026 paper bibtex inproceedings singh2026shelf title on the shelf life of fine tuned llm judges future proofing backward compatibility and question generalization author singh janvijay and xu austin and zhou yilun and zhou yefan and hakkani tur dilek and joty shafiq booktitle international conference on learning representations year 2026 foundational automatic evaluators scaling multi task generative evaluator training for reasoning centric domains austin xu xuan phi nguyen yilun zhou chien sheng wu caiming xiong shafiq joty international conference on learning representations iclr 2026 paper bibtex inproceedings xu2026foundational title foundational automatic evaluators scaling multi task generative evaluator training for reasoning centric domains author xu austin and nguyen xuan phi and zhou yilun and wu chien sheng and xiong caiming and joty shafiq booktitle international conference on learning representations year 2026 deeptrace auditing deep research ai systems for tracking reliability across citations and evidence pranav narayanan venkit philippe laban yilun zhou kung hsiang huang yixin mao chien sheng wu international conference on learning representations iclr 2026 paper bibtex inproceedings venkit2026deeptrace title deeptrace auditing deep research ai systems for tracking reliability across citations and evidence author venkit pranav narayanan and laban philippe and zhou yilun and huang kung hsiang and mao yixin and wu chien sheng booktitle international conference on learning representations year 2026 all for one llms solve mental math at the last token with information transferred from other tokens siddarth mamidanna daking rai ziyu yao yilun zhou conference on empirical methods in natural language processing emnlp 2025 paper bibtex inproceedings mamidanna2025all title all for one llms solve mental math at the last token with information transferred from other tokens author mamidanna siddarth and rai daking and yao ziyu and zhou yilun booktitle conference on empirical methods in natural language processing year 2025 direct judgement preference optimization peifeng wang austin xu yilun zhou caiming xiong shafiq joty conference on empirical methods in natural language processing emnlp 2025 paper bibtex inproceedings wang2025direct title direct judgement preference optimization author wang peifeng and xu austin and zhou yilun and xiong caiming and joty shafiq booktitle conference on empirical methods in natural language processing year 2025 shared imagination llms hallucinate alike yilun zhou caiming xiong silvio savarese chien sheng wu transactions on machine learning research tmlr 2025 paper website bibtex article zhou2025shared title shared imagination llms hallucinate alike author zhou yilun and xiong caiming and savarese silvio and wu chien sheng journal transactions on machine learning research year 2025 j4r learning to judge with equivalent initial state group relative policy optimization austin xu yilun zhou xuan phi nguyen caiming xiong shafiq joty arxiv preprint 2505 13346 2025 paper bibtex article xu2025j4r title j4r learning to judge with equivalent initial state group relative policy optimization author xu austin and zhou yilun and nguyen xuan phi and xiong caiming and joty shafiq journal arxiv preprint arxiv 2505 13346 year 2025 evaluating judges as evaluators the jetts benchmark of llm as judges as test time scaling evaluators yilun zhou austin xu peifeng wang caiming xiong shafiq joty international conference on machine learning icml 2025 paper code bibtex inproceedings zhou2025jetts title evaluating judges as evaluators the jetts benchmark of llm as judges as test time scaling evaluators author zhou yilun and xu austin and wang peifeng and xiong caiming and joty shafiq booktitle international conference on machine learning year 2025 search engines in the ai era a qualitative understanding to the false promise of factual and verifiable source cited responses in llm based search pranav narayanan venkit philippe laban yilun zhou yixin mao chien sheng wu acm conference on fairness accountability and transparency facct 2025 paper bibtex inproceedings venkit2025search title search engines in the ai era a qualitative understanding to the false promise of factual and verifiable source cited responses in llm based search author venkit pranav narayanan and laban philippe and zhou yilun and mao yixin and wu chien sheng booktitle acm conference on fairness accountability and transparency year 2025 bingoguard llm content moderation tools with risk levels fan yin philippe laban xiangyu peng yilun zhou yixin mao vaibhav vats linnea ross divyansh agarwal caiming xiong chien sheng wu international conference on learning representations iclr 2025 paper bibtex inproceedings yin2025bingoguard title bingoguard llm content moderation tools with risk levels author yin fan and laban philippe and peng xiangyu and zhou yilun and mao yixin and vats vaibhav and ross linnea and agarwal divyansh and xiong caiming and wu chien sheng booktitle international conference on learning representations year 2025 mobileaibench benchmarking llms and lmms for on device use cases rithesh murthy liangwei yang juntao tan tulika manoj awalgaonkar yilun zhou shelby heinecke sachin desai jason wu ran xu sarah tan jianguo zhang zhiwei liu shirley kokane zuxin liu ming zhu huan wang caiming xiong silvio savarese arxiv preprint 2406 10290 2024 paper bibtex article murthy2024mobileaibench title mobileaibench benchmarking llms and lmms for on device use cases author murthy rithesh and yang liangwei and tan juntao and awalgaonkar tulika manoj and zhou yilun and heinecke shelby and desai sachin and wu jason and xu ran and tan sarah and zhang jianguo and liu zhiwei and kokane shirley and liu zuxin and zhu ming and wang huan and xiong caiming and savarese silvio journal arxiv preprint arxiv 2406 10290 year 2024 a practical review of mechanistic interpretability for transformer based language models daking rai yilun zhou shi feng abulhair saparov ziyu yao arxiv preprint 2407 02646 2024 paper website bibtex article rai2024practical title a practical review of mechanistic interpretability for transformer based language models author rai daking and zhou yilun and feng shi and saparov abulhair and yao ziyu journal arxiv preprint arxiv 2407 02646 year 2024 champ a competition level dataset for fine grained analyses of llms mathematical reasoning capabilities yujun mao yoon kim yilun zhou annual meeting of the association for computational linguistics acl findings 2024 preliminary version in neurips 2023 workshop on mathematical reasoning and ai math ai paper code website bibtex inproceedings mao2024champ title champ a competition level dataset for fine grained analyses of llms mathematical reasoning capabilities author mao yujun and kim yoon and zhou yilun booktitle findings of the association for computational linguistics acl 2024 year 2024 evaluating the utility of model explanations for model development shawn im jacob andreas yilun zhou neurips workshop on attributing model behavior at scale attrib 2023 paper bibtex inproceedings im2023evaluating title evaluating the utility of model explanations for model development author im shawn and andreas jacob and zhou yilun booktitle neurips workshop on attributing model behavior at scale year 2023 can large language models explain themselves a study of llm generated self explanations shiyuan huang siddarth mamidanna shreedhar jangam yilun zhou leilani h gilpin arxiv preprint 2310 11207 2023 paper bibtex article huang2023can title can large language models explain themselves a study of llm generated self explanations author huang shiyuan and mamidanna siddarth and jangam shreedhar and zhou yilun and gilpin leilani h journal arxiv preprint arxiv 2310 11207 year 2023 iterative partial fulfillment of counterfactual explanations benefits and risks yilun zhou aaai acm conference on artificial intelligence ethics and society aies 2023 paper bibtex inproceedings zhou2023iterative title iterative partial fulfillment of counterfactual explanations benefits and risks author zhou yilun booktitle aaai acm conference on artificial intelligence ethics and society year 2023 improving generalization in language model based text to sql semantic parsing two simple semantic boundary based techniques daking rai bailin wang yilun zhou ziyu yao annual meeting of the association for computational linguistics acl 2023 paper code bibtex inproceedings rai2023improving title improving generalization in language model based text to sql semantic parsing two simple semantic boundary based techniques author rai daking and wang bailin and zhou yilun and yao ziyu booktitle annual meeting of the association for computational linguistics year 2023 techniques for interpretability and transparency of black box models yilun zhou mit ph d thesis 2023 thesis bibtex phdthesis zhou2023techniques title techniques for interpretability and transparency of black box models author zhou yilun year 2023 school massachusetts institute of technology the solvability of interpretability evaluation metrics yilun zhou julie shah conference of the european chapter of the association for computational linguistics eacl findings 2023 paper code website bibtex inproceedings zhou2023solvability title the solvability of interpretability evaluation metrics author zhou yilun and shah julie booktitle findings of the association for computational linguistics eacl 2023 year 2023 explaining large language model based neural semantic parsers daking rai yilun zhou bailin wang ziyu yao aaai conference on artificial intelligence student abstract and poster program 2023 paper bibtex inproceedings rai2023explaining title explaining large language model based neural semantic parsers author rai daking and zhou yilun and wang bailin and yao ziyu booktitle aaai conference on artificial intelligence student abstract and poster program year 2023 exsum from local explanations to model understanding yilun zhou marco tulio ribeiro julie shah conference of the north american chapter of the association for computational linguistics human language technologies naacl hlt 2022 paper code video website mit news bibtex inproceedings zhou2022exsum title exsum from local explanations to model understanding author zhou yilun and ribeiro marco tulio and shah julie booktitle conference of the north american chapter of the association for computational linguistics human language technologies year 2022 the irrationality of neural rationale models yiming zheng serena booth julie shah yilun zhou naacl workshop on trustworthy natural language processing trustnlp 2022 paper poster code bibtex inproceedings zheng2022irrationality title the irrationality of neural rationale models author zheng yiming and booth serena and shah julie and zhou yilun booktitle naacl workshop on trustworthy natural language processing year 2022 do feature attribution methods correctly attribute features yilun zhou serena booth marco tulio ribeiro julie shah aaai conference on artificial intelligence aaai 2022 preliminary version in neurips 2021 workshop on explainable ai approaches for debugging and diagnosis paper poster code video website mit news bibtex inproceedings zhou2022feature title do feature attribution methods correctly attribute features author zhou yilun and booth serena and ribeiro marco tulio and shah julie booktitle aaai conference on artificial intelligence year 2022 long term resource allocation fairness in average markov decision process amdp environment ganesh ghalme vineet nair vishakha patil yilun zhou international conference on autonomous agents and multi agent systems aamas 2022 paper code website bibtex inproceedings ghalme2022long title long term resource allocation fairness in average markov decision process amdp environment author ghalme ganesh and nair vineet and patil vishakha and zhou yilun booktitle international conference on autonomous agents and multi agent systems year 2022 latent space alignment using adversarially guided self play mycal tucker yilun zhou julie shah international journal of human computer interaction ijhci 2022 paper bibtex article tucker2022latent title latent space alignment using adversarially guided self play author tucker mycal and zhou yilun and shah julie journal international journal of human computer interaction year 2022 rocus robot controller understanding via sampling yilun zhou serena booth nadia figueroa julie shah conference on robot learning corl 2021 paper poster code video website bibtex inproceedings zhou2021rocus title rocus robot controller understanding via sampling author zhou yilun and booth serena and figueroa nadia and shah julie booktitle conference on robot learning year 2021 bayes trex a bayesian sampling approach to model transparency by example serena booth yilun zhou ankit shah julie shah aaai conference on artificial intelligence aaai 2021 preliminary version in aaai 2020 workshop on statistical relational ai paper poster code mit news bibtex inproceedings booth2021bayes title bayes trex a bayesian sampling approach to model transparency by example author booth serena and zhou yilun and shah ankit and shah julie booktitle aaai conference on artificial intelli...