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eash why rlvr may or may not escape its origin fang wu weihao xuan ximing lu mingjie liu yi dong zaid harchaoui yejin choi arxiv 2507 14843 scaling up rl unlocking diverse reasoning in llms via prolonged training mingjie liu shizhe diao jian hu ximing lu xin dong hao zhang alexander bukharin shaokun zhang jiaqi zeng makesh narsimhan sreedhar gerald shen david mosallanezhad di zhang jonas yang june yang oleksii kuchaiev guilin liu zhiding yu pavlo molchanov yejin choi jan kautz yi dong arxiv 2507 12507 the curious case of factuality finetuning models internal beliefs can improve factuality benjamin newman abhilasha ravichander jaehun jung rui xin hamish ivison yegor kuznetsov pang wei koh yejin choi arxiv 2507 08371 resource rational contractualism should guide ai alignment sydney levine matija franklin tan zhi xuan secil yanik guyot lionel wong daniel kilov yejin choi joshua b tenenbaum noah goodman seth lazar iason gabriel arxiv 2506 17434 privacy preserving llm interaction with socratic chain of thought reasoning and homomorphically encrypted vector databases yubeen bae minchan kim jaejin lee sangbum kim jaehyung kim yejin choi niloofar mireshghallah arxiv 2506 17336 when to trust context self reflective debates for context reliability zeqi zhou fang wu shayan talaei haokai zhao cheng meixin tinson xu amin saberi yejin choi arxiv 2506 06020 do mllms capture how interfaces guide user behavior a benchmark for multimodal ui ux design understanding jaehyun jeon min soo kim jang han yoon sumin shim yejin choi hanbin kim youngjae yu arxiv 2505 05026 a false sense of privacy evaluating textual data sanitization beyond surface level privacy leakage rui xin niloofar mireshghallah shuyue stella li michael duan hyunwoo kim yejin choi yulia tsvetkov sewoong oh pang wei koh arxiv 2504 21035 ragen understanding self evolution in llm agents via multi turn reinforcement learning zihan wang kangrui wang qineng wang pingyue zhang linjie li zhengyuan yang xing jin kefan yu minh nhat nguyen licheng liu eli gottlieb yiping lu kyunghyun cho jiajun wu li fei fei lijuan wang yejin choi manling li arxiv 2504 20073 nemotron crossthink scaling self learning beyond math reasoning syeda nahida akter shrimai prabhumoye matvei novikov seungju han ying lin evelina bakhturina eric nyberg yejin choi mostofa patwary mohammad shoeybi bryan catanzaro arxiv 2504 13941 retro search exploring untaken paths for deeper and efficient reasoning ximing lu seungju han david acuna hyunwoo kim jaehun jung shrimai prabhumoye niklas muennighoff mostofa patwary mohammad shoeybi bryan catanzaro yejin choi arxiv 2504 04383 nemotron h a family of accurate and efficient hybrid mamba transformer models nvidia aaron blakeman aarti basant abhinav khattar adithya renduchintala akhiad bercovich aleksander ficek alexis bjorlin ali taghibakhshi amala sanjay deshmukh ameya sunil mahabaleshwarkar andrew tao anna shors ashwath aithal ashwin poojary ayush dattagupta balaram buddharaju bobby chen boris ginsburg boxin wang brandon norick brian butterfield bryan catanzaro carlo del mundo et al 176 additional authors not shown arxiv 2504 03624 when one llm drools multi llm collaboration rules shangbin feng wenxuan ding alisa liu zifeng wang weijia shi yike wang zejiang shen xiaochuang han hunter lang chen yu lee tomas pfister yejin choi yulia tsvetkov arxiv 2502 04506 international ai safety report yoshua bengio sören mindermann daniel privitera tamay besiroglu rishi bommasani stephen casper yejin choi philip fox ben garfinkel danielle goldfarb hoda heidari anson ho sayash kapoor leila khalatbari shayne longpre sam manning vasilios mavroudis mantas mazeika julian michael jessica newman kwan yee ng chinasa t okolo deborah raji girish sastry elizabeth seger et al 71 additional authors not shown arxiv 2501 17805 international scientific report on the safety of advanced ai interim report yoshua bengio sören mindermann daniel privitera tamay besiroglu rishi bommasani stephen casper yejin choi danielle goldfarb hoda heidari leila khalatbari shayne longpre vasilios mavroudis mantas mazeika kwan yee ng chinasa t okolo deborah raji theodora skeadas florian tramèr bayo adekanmbi paul christiano david dalrymple thomas g dietterich edward felten pascale fung pierre olivier gourinchas et al 19 additional authors not shown arxiv 2412 05282 biased ai can influence political decision making jillian fisher shangbin feng robert aron thomas richardson yejin choi daniel w fisher jennifer pan yulia tsvetkov katharina reinecke arxiv 2410 06415 xgen mm blip 3 a family of open large multimodal models le xue manli shu anas awadalla jun wang an yan senthil purushwalkam honglu zhou viraj prabhu yutong dai michael s ryoo shrikant kendre jieyu zhang shaoyen tseng gustavo a lujan moreno matthew l olson musashi hinck david cobbley vasudev lal can qin shu zhang chia chih chen ning yu juntao tan tulika manoj awalgaonkar shelby heinecke et al 8 additional authors not shown arxiv 2408 08872 recent publications 2016 2026 when visualizing is the first step to reasoning mira a benchmark for visual chain of thought yiyang zhou haoqin tu zijun wang zeyu wang niklas muennighoff fan nie yejin choi james zou chaorui deng shen yan haoqi fan cihang xie huaxiu yao qinghao ye cvpr 2026 videonet a large scale dataset for domain specific action recognition tanush yadav mohammadreza salehi jae sung park vivek ramanujan hannaneh hajishirzi yejin choi ali farhadi rohun tripathi ranjay krishna cvpr 2026 compute transparency champion nitrogen an open foundation model for generalist gaming agents loïc magne anas awadalla guanzhi wang yinzhen xu joshua belofsky fengyuan hu joohwan kim ludwig schmidt georgia gkioxari jan kautz yisong yue yejin choi yuke zhu linxi jim fan cvpr 2026 best paper honorable mention proteo r1 reasoning foundation models for de novo protein design fang wu weihao xuan heli qi hanqun cao heng jui chang zeqi zhou haokai zhao ma jian carl ma yu chi cheng kuan pang xiangru tang zehong wang guanlue li hanchen wang kejun ying pan lu chiho im seungju han peng xia tinson xu yinxi li deyao zhu pheng ann heng naoto yokoya masashi sugiyama li erran li jure leskovec yejin choi icml 2026 ragen 2 reasoning collapse in agentic rl zihan wang chi gui xing jin qineng wang licheng liu kangrui wang shiqi chen linjie li zhengyuan yang pingyue zhang yiping lu jiajun wu li fei fei lijuan wang yejin choi manling li icml 2026 oral latent collaboration in multi agent systems jiaru zou xiyuan yang ruizhong qiu gaotang li katherine tieu pan lu ke shen hanghang tong yejin choi jingrui he james zou mengdi wang ling yang icml 2026 spotlight learning to discover at test time mert yuksekgonul daniel koceja xinhao li federico bianchi jed mccaleb xiaolong wang jan kautz yejin choi james zou carlos guestrin yu sun icml 2026 spotlight long grounded thoughts synthesizing visual problems and reasoning chains at scale david acuna chao han huck yang yuntian deng jaehun jung ximing lu prithviraj ammanabrolu hyunwoo kim yuan hong liao yejin choi icml 2026 golden goose a simple trick to synthesize unlimited rlvr tasks from unverifiable internet text ximing lu david acuna jaehun jung jian hu di zhang shizhe diao yunheng zou shaokun zhang brandon cui mingjie liu hyunwoo kim prithviraj ammanabrolu jan kautz yi dong yejin choi icml 2026 gdpo group reward decoupled normalization policy optimization for multi reward rl optimization shih yang liu xin dong ximing lu shizhe diao peter belcak mingjie liu min hung chen hongxu yin yu chiang frank wang kwang ting cheng yejin choi jan kautz pavlo molchanov icml 2026 towards execution grounded automated ai research chenglei si zitong yang yejin choi emmanuel candès diyi yang tatsunori hashimoto icml 2026 brorl scaling reinforcement learning via broadened exploration jian hu mingjie liu ximing lu fang wu zaid harchaoui shizhe diao yejin choi pavlo molchanov jun yang jan kautz yi dong icml 2026 toolorchestra elevating intelligence via efficient model and tool orchestration hongjin su shizhe diao ximing lu mingjie liu jiacheng xu xin dong yonggan fu peter belcak hanrong ye hongxu yin yi dong evelina bakhturina tao yu yejin choi jan kautz pavlo molchanov icml 2026 memoryarena benchmarking agent memory in interdependent multi session agentic tasks zexue he yu wang churan zhi yuanzhe hu tzu ping chen lang yin ze chen tong arthur wu siru ouyang zihan wang jiaxin pei julian mcauley yejin choi alex pentland icml 2026 chasing moving targets with online self play reinforcement learning for safer language models mickel liu liwei jiang yancheng liang simon shaolei du yejin choi tim althoff natasha jaques icml 2026 privasis synthesizing the largest public private dataset from scratch hyunwoo kim niloofar mireshghallah michael duan rui xin shuyue stella li jaehun jung david acuna qi pang hanshen xiao g edward suh sewoong oh yulia tsvetkov pang wei koh yejin choi icml 2026 unfolding spatial cognition evaluating multimodal models on visual simulations linjie li mahtab bigverdi jiawei gu zixian ma yinuo yang ziang li yejin choi ranjay krishna iclr 2026 thinkmorph emergent properties in multimodal interleaved chain of thought reasoning jiawei gu yunzhuo hao huichen will wang linjie li michael qizhe shieh yejin choi ranjay krishna yu cheng iclr 2026 morebench evaluating procedural and pluralistic moral reasoning in language models more than outcomes yu ying chiu michael s lee rachel calcott brandon handoko paul de font reaulx paula rodriguez chen bo calvin zhang ziwen han udari madhushani sehwag yash maurya christina q knight harry r lloyd florence bacus mantas mazeika bing liu yejin choi mitchell l gordon sydney levine iclr 2026 will ai tell lies to save sick children litmus testing ai values prioritization with airiskdilemmas yu ying chiu zhilin wang sharan maiya yejin choi kyle fish sydney levine evan hubinger iclr 2026 profbench multi domain rubrics requiring professional knowledge to answer and judge zhilin wang jaehun jung ximing lu shizhe diao ellie evans jiaqi zeng pavlo molchanov yejin choi jan kautz yi dong iclr 2026 spectrum tuning post training for distributional coverage and in context steerability taylor sorensen benjamin newman jared moore chan park jillian fisher niloofar mireshghallah liwei jiang yejin choi iclr 2026 in the flow agentic system optimization for effective planning and tool use zhuofeng li haoxiang zhang seungju han sheng liu jianwen xie yu zhang yejin choi james zou pan lu iclr 2026 front loading reasoning the synergy between pretraining and post training data syeda nahida akter shrimai prabhumoye eric nyberg mostofa patwary mohammad shoeybi yejin choi bryan catanzaro iclr 2026 goedel prover v2 scaling formal theorem proving with scaffolded data synthesis and self correction yong lin shange tang bohan lyu ziran yang jui hui chung haoyu zhao lai jiang yihan geng jiawei ge jingruo sun jiayun wu jiri gesi ximing lu david acuna kaiyu yang hongzhou lin yejin choi danqi chen sanjeev arora chi jin iclr 2026 deepsearch overcome the bottleneck of reinforcement learning with verifiable rewards via monte carlo tree search fang wu weihao xuan heli qi ximing lu aaron tu li erran li yejin choi iclr 2026 multiplayer nash preference optimization fang wu xu huang weihao xuan zhiwei zhang yijia xiao guancheng wan xiaomin li bing hu peng xia jure leskovec yejin choi iclr 2026 rlp reinforcement as a pretraining objective ali hatamizadeh syeda nahida akter shrimai prabhumoye jan kautz mostofa patwary mohammad shoeybi bryan catanzaro yejin choi iclr 2026 posex ai defeats physics based methods on protein ligand cross docking yize jiang xinze li yuanyuan zhang jin han youjun xu ayush pandit zaixi zhang mengdi wang mengyang wang chong liu guang yang yejin choi yingzhou lu wu jun li tianfan fu fang wu junhong liu iclr 2026 activation steering for llm alignment via a unified ode based framework hongjue zhao haosen sun jiangtao kong xiaochang li qineng wang liwei jiang qi zhu tarek f abdelzaher yejin choi manling li huajie shao iclr 2026 simpletom exposing the gap between explicit tom inference and implicit tom application in llms yuling gu oyvind tafjord hyunwoo kim jared moore ronan le bras peter clark yejin choi iclr 2026 what lies beyond the view actively constructing spatial beliefs in foundation models pingyue zhang zihan huang yue wang jieyu zhang letian xue zihan wang qineng wang keshigeyan chandrasegaran ruohan zhang yejin choi ranjay krishna jiajun wu li fei fei manling li iclr 2026 openthoughts data recipes for reasoning models etash guha ryan marten sedrick keh negin raoof georgios smyrnis hritik bansal marianna nezhurina jean mercat trung vu zayne sprague ashima suvarna benjamin feuer liangyu chen zaid khan eric frankel sachin grover caroline choi niklas muennighoff shiye su wanjia zhao john yang shreyas pimpalgaonkar kartik sharma charlie cheng jie ji yichuan deng et al 25 additional authors not shown iclr 2026 machine unlearning doesn t do what you think lessons for generative ai policy research and practice a feder cooper christopher a choquette choo miranda bogen matthew jagielski katja filippova ken ziyu liu alexandra chouldechova jamie hayes yangsibo huang niloofar mireshghallah ilia shumailov eleni triantafillou peter kairouz nicole mitchell percy liang daniel e ho yejin choi sanmi koyejo fernando delgado james grimmelmann vitaly shmatikov christopher de sa solon barocas amy cyphert mark lemley et al 10 additional authors not shown neurips 2025 position paper track oral why and how llms hallucinate connecting the dots with subsequence associations yiyou sun yu gai lijie chen abhilasha ravichander yejin choi dawn song neurips 2025 prorl prolonged reinforcement learning expands reasoning boundaries in large language models mingjie liu shizhe diao ximing lu jian hu xin dong yejin choi jan kautz yi dong neurips 2025 vagen reinforcing world model reasoning for multi turn vlm agents kangrui wang pingyue zhang zihan wang yaning gao linjie li qineng wang hanyang chen yiping lu zhengyuan yang lijuan wang ranjay krishna jiajun wu li fei fei yejin choi manling li neurips 2025 ai debate aids assessment of controversial claims salman rahman sheriff issaka ashima suvarna genglin liu james shiffer jaeyoung lee md rizwan parvez hamid palangi shi feng nanyun peng yejin choi julian michael liwei jiang saadia gabriel neurips 2025 prismatic synthesis gradient based data diversification boosts generalization in llm reasoning jaehun jung seungju han ximing lu skyler hallinan david acuna shrimai prabhumoye mostafa patwary mohammad shoeybi bryan catanzaro yejin choi neurips 2025 spotlight broken tokens your language model can secretly handle non canonical tokenizations brian siyuan zheng alisa liu orevaoghene ahia jonathan hayase yejin choi noah a smith neurips 2025 spotlight artificial hivemind the open ended homogeneity of language models and beyond liwei jiang yuanjun chai margaret li mickel liu raymond fok maarten 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