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xin luna dong principal scientist meta reality labs xin luna dong home publications talks service resources about lunadong meta com 9845 willows rd redmond wa 98052 tel 650 788 0228 xin luna dong i lead machine learning efforts for building wearables ai agent for rayban meta smart glasses at meta reality labs innovating on agentic ai and factuality personal ai and memory multi modal ai and autoresearch before meta i spent nearly a decade on knowledge graphs at amazon and google and another decade on data quality and integration at at t labs and the university of washington where i received my ph d i am an acm fellow and ieee fellow for contributions to knowledge graph construction and data integration a recipient of the vldb women in database research award and the vldb early career research award and an acm distinguished speaker google scholar dblp c v resume acm speaker research areas ai agents 2022 present building ai agents on wearable devices like ray ban meta smart glasses core work on rag factuality agentic ai visual question answering and personal memory search crag mm multi turn multi modal rag benchmark best paper at kdd 2026 stream rag instant rag w streaming tool usage icml 2026 assomem scalable qa on dense memory iclr 2026 visuallens personalization via visual history neurips 2025 recent papers below knowledge graphs 2013 2022 a decade of work on knowledge extraction fusion and evaluation from amazon product graph to google knowledge vault and knowledge based trust knowledge vault web scale knowledge fusion kdd 2014 autoknow self driving product kg kdd 2020 ceres semi structured web extraction vldb 2018 kbt knowledge based trust source trustworthiness evaluation vldb 2015 all kg papers data integration 2002 2015 foundational research on truth discovery copy detection record linkage and schema mapping includes the solomon chronos and semex projects truth discovery copy detection vldb 2009 2013 data integration with uncertainties best of vldb 2007 semex personal info management sigmod 05 best demo deep transfer entity linkage vldb 2022 all integration papers resources wearables benchmarks a comprehensive suite of benchmarks open sourced for evaluating wearable ai spanning voice and vision memory and retrieval and tasks ranging from simple interactions to complex multimodal reasoning hugging face view all benchmarks paper radar tracking research frontiers in llm rag agents factuality and more browse curated scholar picks paper of the day and topic based exploration across 15 research areas from pretraining and reasoning to knowledge graphs multimodal and speech explore paper radar from zero to research frontier a 4 week course pathway designed to take you from foundational concepts to the cutting edge of ai research includes curated reading lists area surveys across key topics and guided progression through landmark papers in each field start the course view more resources view more services honors 2026 best paper award in kdd data benchmark track for the crag mm benchmark 2023 acm fellow for knowledge graph construction and data integration 2023 ieee fellow for knowledge graph construction and data integration 2023 vldb women in database research award for knowledge graph construction and data integration 2018 acm distinguished member for significant contributions to data and knowledge integration 2016 vldb early career research contribution award for advancing the state of the art of knowledge fusion 2005 best demo award at sigmod for semex personal information management system recent keynotes invited talks tutorials from retrieval augmented generation rag to agentic deep research kdd 2026 tutorial emnlp aacl 2026 tutorial website agents that remember visual memory for personal ai dagstuhl seminar llms meet kgs keynote kdd data day 2026 keynote pakdd 2026 keynote sigmod deem 2026 keynote chiir 2026 keynote slides towards factual information with dual neural knowledge hku distinguished lecture 2025 rise ai keynote 2025 berkeley dsf 2025 kdd sknowllm 2025 kdd mlog 2025 slides next generation intelligent assistants for wearable devices upenn 2024 kdd ads 2024 wsdm llm igs 2024 keynote kdd multimodal 2023 sdm 2022 keynote slides where are we in the journey to a knowledgeable assistant sigmod 2024 keynote acl kallm 2024 cods comad 2024 wise 2024 wsdm industry 2024 slides generations of knowledge graphs the crazy ideas and the business impact vldb 2023 award talk semantics 2023 keynote ne db day 2023 egc 2023 slides view all talks media interviews 2024 acm bytecast podcast interview on knowledge graphs and ai assistants 2024 people of acm interview feature 2023 semantics conference video interview on knowledge graph generations 2021 ieee industry leaders series interview on signal processing and ml 2021 twiml ai podcast building the product knowledge graph at amazon 2018 sigmod blog courting ml witnessing the marriage of relational web data systems to ml 2015 washington post coverage on knowledge based trust research 1 2 3 books machine knowledge gerhard weikum xin luna dong simon razniewski fabian suchanek foundations and trends in databases 2021 barnes noble big data integration xin luna dong divesh srivastava morgan claypool publishers 2015 publisher recent papers on intelligent assistants autoresearch jiarui liu renjie tao yiwei liao chuanyang jin kai sun xiao yang xinyuan zhang xilun chen zhuangqun huang lechen zhang yongjin yang yinghui he weihao xuan rakesh wanga anuj kumar mona t diab wen tau yih xin luna dong ideascientist orchestrating agents for grounded scientific ideation arxiv 2026 link agentic ai and factuality bo ni zheyuan liu yongjia lei leyao wang yuying zhao xueqi cheng qingkai zeng xin dong yinglong xia krishnaram kenthapadi ryan rossi franck dernoncourt mehrab tanjim nesreen ahmed xiaorui liu wenqi fan erik blasch yu wang meng jiang tyler derr towards trustworthy retrieval augmented generation for large language models a survey acm computing surveys vol 58 issue 15 2026 link yin huang yifan ethan xu kai sun vera yan alicia yi sun haidar khan jimmy nguyen mohammad kachuee zhaojiang lin yue liu aaron colak anuj kumar wen tau yih xin luna dong confrag confidence guided retrieval augmented generation emnlp industry 2026 link siddhant arora haidar khan kai sun xin luna dong sajal choudhary seungwhan moon xinyuan zhang adithya sagar surya teja appini kaushik patnaik sanat sharma shinji watanabe anuj kumar yue liu florian metze zhaojiang lin stream rag instant and accurate spoken dialogue systems with streaming tool usage icml 2026 link zhepei wei xiao yang kai sun jiaqi wang rulin shao jingxiang chen mohammad kachuee teja gollapudi yiwei liao nicolas scheffer rakesh wanga anuj kumar yu meng wen tau yih xin luna dong truthrl incentivizing truthful llms via reinforcement learning icml 2026 link shicheng liu kai sun lisheng fu xilun chen xinyuan zhang zhaojiang lin rulin shao yue liu anuj kumar wen tau yih xin luna dong scribes web scale script based semi structured data extraction with reinforcement learning iclr 2026 link kai sun yin huang srishti mehra mohammad kachuee xilun chen renjie tao zhaojiang lin andrea jessee nirav shah alex l betty yue liu anuj kumar wen tau yih xin luna dong knowledge extraction on semi structured content does it remain relevant for question answering in the era of llms eacl 2026 link mohammad kachuee teja gollapudi minseok kim yin huang kai sun xiao yang jiaqi wang nirav shah yue liu aaron colak anuj kumar wen tau yih xin luna dong prismrag boosting rag factuality with distractor resilience and strategized reasoning emnlp industry 2025 link yushi sun kai sun yifan ethan xu xiao yang xin luna dong nan tang lei chen kerag knowledge enhanced retrieval augmented generation for advanced question answering emnlp 2025 link aidan hogan xin luna dong denny vrandecic gerhard weikum large language models knowledge graphs and search engines a crossroads for answering users questions arxiv 2025 link yushi sun hao xin kai sun yifan ethan xu xiao yang xin luna dong nan tang lei chen are large language models a good replacement of taxonomies pvldb 2024 link kai sun yifan ethan xu hanwen zha yue liu xin luna dong head to tail how knowledgeable are large language models a k a will llms replace knowledge graphs naacl 2024 link personal ai memory guangzhi xiong xinyuan zhang xiao yang hyokun yun kai zhang shiun zu kuo hyeonjeong ha xilun chen kai sun lucas liang guangqiang dong ejaz ahmed ahmed a aly anuj kumar raffay hamid aidong zhang xin luna dong memlife curating and reasoning over long term egocentric video memories arxiv 2026 link kai zhang xinyuan zhang hongda jiang shiun zu kuo hyokun yun ejaz ahmed shereen oraby ziyun li sanat sharma ann lee ahmed a aly anuj kumar raffay hamid xin luna dong salimory orchestrating cognitive memory for conversational agents arxiv 2026 link kai zhang xinyuan zhang ejaz ahmed hongda jiang caleb kumar kai sun zhaojiang lin sanat sharma shereen oraby aaron colak ahmed a aly anuj kumar xiaozhong liu xin luna dong assomem scalable memory qa with multi signal associative retrieval iclr 2026 link dohwan ko ji soo lee pierce chuang debojeet chatterjee ashish shenoy yichao lu seungwhan moon xin luna dong vikas bhardwaj hyunwoo j kim svmemagent a streaming video memory agent for query agnostic online frame selection wearables ai 2026 link wang bill zhu deqing fu kai sun yi lu zhaojiang lin seungwhan moon kanika narang mustafa canim yue liu anuj kumar xin luna dong visuallens personalization through visual history neurips 2025 link hugging face daily papers hongda jiang xinyuan zhang siddhant garg rishab arora shiun zu kuo jiayang xu ankur bansal aaron colak yue liu ahmed aly anuj kumar xin luna dong memory qa answering recall questions based on multimodal memories emnlp 2025 link multi modal ai jeonghwan kim sofia stoica jiwan chung ansel blume hyeonjeong ha zhenhailong wang xin luna dong ji heng mixture of layers dynamic layer routing for visual reasoning neurips 2026 link shubhang bhatnagar renxiong wang kapil krishnakumar adel ahmadyan zhaojiang lin lambert mathias xin luna dong babak damavandi narendra ahuja seungwhan moon videomind thinking in steps for long video understanding acl industry 2026 link jeonghwan kim renjie tao sanat sharma jiaqi wang kai sun zhaojiang lin seungwhan moon lambert mathias anuj kumar heng ji xin luna dong pixsearch pixel grounded retrieval for knowledgeable large multimodal models arxiv 2026 link yichi zhang xin luna dong zhaojiang lin andrea madotto anuj kumar babak damavandi joyce chai shane moon proactive assistant dialogue generation from streaming egocentric videos emnlp 2025 link xindi wu uriel singer zhaojiang lin xide xia andrea madotto yifan ethan xu paul a crook xin luna dong shane moon corgi cached memory guided video generation wacv 2025 link jielin qiu andrea madotto zhaojiang lin paul a crook yifan ethan xu xin luna dong christos faloutsos lei li babak damavandi seungwhan moon snapntell enhancing entity centric visual question answering with retrieval augmented multimodal llm emnlp 2024 link ashish shenoy yichao lu srihari jayakumar debojeet chatterjee mohsen moslehpour pierce chuang abhay harpale vikas bhardwaj di xu shicong zhao longfang zhao ankit ramchandani xin luna dong anuj kumar lumos empowering multimodal llms with scene text recognition sigkdd 2024 link general voice assistants zekun li zhiyu zoey chen mike ross patrick huber seungwhan moon zhaojiang lin xin luna dong adithya sagar xifeng yan paul a crook large language models as zero shot dialogue state tracker through function calling acl 2024 link benchmarks xiaodong wang xuanyi zhao pedro rodriguez devendra singh sachan barlas oguz seungwhan moon shang wen li gargi ghosh xin luna dong wen tau yih s ember a large scale benchmark for streaming egocentric memory retrieval arxiv 2026 link xilun chen zhaleh feizollahi ross goodwin seungwhan moon wen tau yih pinar donmez babak damavandi xin luna dong gamut a benchmark for factual completeness with two level meta rubrics arxiv 2026 link jiaqi wang xiao yang kai sun parth suresh sanat sharma adam czyzewski derek andersen surya teja appini arkav banerjee sajal choudhary shervin ghasemlou ziqiang guan akil iyer haidar khan lingkun kong roy luo tiffany ma zhen qiao tammy stark david tran wenfang xu skyler yeatman chen zhou gunveer gujral yinglong xia seungwhan moon nicolas scheffer nirav shah eun chang yue liu florian metze zhaleh feizollahi andrea jessee mangesh pujari ahmed a aly babak damavandi rakesh wanga anuj kumar rohit patel wen tau yih xin luna dong crag mm multi modal multi turn comprehensive rag benchmark sigkdd 2026 best paper award in data and benchmark track link zhaojiang lin yong xu kai sun jing zheng yin huang surya teja appini krish narang renjie tao ishan kapil jain siddhant arora ruizhi li yiteng huang kaushik patnaik wenfang xu suwon shon yue liu ahmed a aly anuj kumar florian metze xin luna dong wearvox an egocentric multichannel voice assistant benchmark for wearables iclr 2026 link eun chang zhuangqun huang yiwei liao sagar ravi bhavsar amogh param tammy stark adel ahmadyan xiao yang jiaqi wang ahsan abdullah giang nguyen akil iyer david hall elissa li shane moon nicolas scheffer kirmani ahmed babak damavandi rakesh wanga anuj kumar rohit patel and xin luna dong wearvqa a visual question answering benchmark for wearables in egocentric authentic real world scenarios neurips 2025 link xiao yang yifan ethan xu kai sun jiaqi wang lingkun kong wen tau scott yih xin luna dong kdd cup crag competition systems finding and learning ieee data engineering bulletin special issue on rag 48 4 2024 link xiao yang kai sun hao xin yushi sun nikita bhalla xiangsen chen sajal choudhary rongze daniel gui ziran will jiang ziyu jiang lingkun kong brian moran jiaqi wang yifan ethan xu an yan chenyu yang eting yuan hanwen zha nan tang lei chen nicolas scheffer yue liu nirav shah rakesh wanga anuj kumar wen tau scott yih xin luna dong crag comprehensive rag benchmark neurips 2024 link hugging face daily papers poster publications talks service resources about google scholar 2026 xin luna dong principal scientist meta reality labs