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Junyi Liu

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Daily Paper Cast
Daily Paper CastiMontage: Unified, Versatile, Highly Dynamic Many-to-many Image Generation 🤗 Upvotes: 28 | cs.CV Authors: Zhoujie Fu, Xianfang Zeng, Jinghong Lan, Xinyao Liao, Cheng Chen, Junyi Chen, Jiacheng Wei, Wei Cheng, Shiyu Liu, Yunuo Chen, Gang Yu, Guosheng Lin Title: iMontage: Unified, Versatile, Highly Dynamic Many-to-many Image Generation Arxiv: http://arxiv.org/abs/2511.20635v1 Abstract: Pre-trained video models learn powerful priors for generating high-quality, temporally coherent content. While these models excel at temporal coherence, their dynamics are often constrained by the continuous nature of their training data. We hypothesize that by injecting the rich and unconstrained content diversity fro...
2025-11-2725 minDaily Paper Cast
Daily Paper CastLatent Zoning Network: A Unified Principle for Generative Modeling, Representation Learning, and Classification 🤗 Upvotes: 28 | cs.LG, cs.AI, cs.CV, stat.ML Authors: Zinan Lin, Enshu Liu, Xuefei Ning, Junyi Zhu, Wenyu Wang, Sergey Yekhanin Title: Latent Zoning Network: A Unified Principle for Generative Modeling, Representation Learning, and Classification Arxiv: http://arxiv.org/abs/2509.15591v1 Abstract: Generative modeling, representation learning, and classification are three core problems in machine learning (ML), yet their state-of-the-art (SoTA) solutions remain largely disjoint. In this paper, we ask: Can a unified principle address all three? Such unification could simplify ML pipelines and foster greater synergy acr...
2025-09-2322 minDaily Paper Cast (Test)
Daily Paper Cast (Test)OmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling 🤗 Upvotes: 98 | cs.CV Authors: Yang Zhou, Yifan Wang, Jianjun Zhou, Wenzheng Chang, Haoyu Guo, Zizun Li, Kaijing Ma, Xinyue Li, Yating Wang, Haoyi Zhu, Mingyu Liu, Dingning Liu, Jiange Yang, Zhoujie Fu, Junyi Chen, Chunhua Shen, Jiangmiao Pang, Kaipeng Zhang, Tong He Title: OmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling Arxiv: http://arxiv.org/abs/2509.12201v1 Abstract: The field of 4D world modeling - aiming to jointly capture spatial geometry and temporal dynamics - has witnessed remarkable progress in recent years, driven by advances in...
2025-09-2203 minDaily Paper Cast
Daily Paper CastOmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling 🤗 Upvotes: 75 | cs.CV Authors: Yang Zhou, Yifan Wang, Jianjun Zhou, Wenzheng Chang, Haoyu Guo, Zizun Li, Kaijing Ma, Xinyue Li, Yating Wang, Haoyi Zhu, Mingyu Liu, Dingning Liu, Jiange Yang, Zhoujie Fu, Junyi Chen, Chunhua Shen, Jiangmiao Pang, Kaipeng Zhang, Tong He Title: OmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling Arxiv: http://arxiv.org/abs/2509.12201v1 Abstract: The field of 4D world modeling - aiming to jointly capture spatial geometry and temporal dynamics - has witnessed remarkable progress in recent years, driven by advances in...
2025-09-1722 minDaily Paper Cast
Daily Paper CastMini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search 🤗 Upvotes: 45 | cs.CV, cs.AI, cs.CL Authors: Xin Lai, Junyi Li, Wei Li, Tao Liu, Tianjian Li, Hengshuang Zhao Title: Mini-o3: Scaling Up Reasoning Patterns and Interaction Turns for Visual Search Arxiv: http://arxiv.org/abs/2509.07969v1 Abstract: Recent advances in large multimodal models have leveraged image-based tools with reinforcement learning to tackle visual problems. However, existing open-source approaches often exhibit monotonous reasoning patterns and allow only a limited number of interaction turns, making them inadequate for difficult tasks that require trial-and-error exploration. In this work, we...
2025-09-1121 minMonitor Mondays
Monitor MondaysCaught in the Crossfire: How to Avoid Pay-and-Chase Enforcement TacticsA recent case, United States v. Junyi Liu, reveals how a $23 million fraud scheme exemplifies vulnerabilities in America’s healthcare system – as you’ll discover when senior healthcare analyst Frank Cohen joins the next Monitor Monday broadcast.You’ll also learn about the challenges legitimate providers face when navigating complex regulations – and more about the government’s aggressive “pay-and-chase” enforcement tactics, plus why innocent practitioners often get caught in the crossfire.During the next live edition of the venerable weekly Internet broadcast, Cohen will also report on potential policy reforms.The long-running broadcast will also includ...
2025-04-0731 minLucky Time Explosion!
Lucky Time Explosion!Junyi Liu Art, Akeem Duncan Returns, Dark Art, Pandemic Creativity Support the podcast at   https://www.patreon.com/LuckyTimeExplosion   Listen to us on all platforms: https://linktr.ee/luckytimeexplosion Please remember to give a "LIKE" and "Subscribe" to our channel. Recorded at Solas Studio   Join Morgan Jesse Lappin & friends for the biggest and best waste of time on the internet: Lucky Time Explosion! Featuring NYC performing and visual artists like The Super Sucklord, Crackhead Barney, Wizard Skull, Brandon Wisecarver and more!   Wednesday, April 24th, 2024 - Today we welcome back Akeem Duncan, creator of Quiet Lunch Magazine along with a special artist gues...
2024-04-2430 minParenting on the Spectrum
Parenting on the Spectrum#136 - Making Child Dentistry and Orthodontics a Pleasant Experience with Dr. Gary Liu and Dr. Junyi XieIn this episode, we're diving into the world of child dentistry and orthodontics, with a focus on making these experiences as painless and stress-free as possible for both kids and parents. Drs. Liu and Xie share how they use cutting edge technologies coupled with a supportive and caring environment that keeps their patients coming back! Dr. Gary Liu and Dr. Junyi Xie Dr. Gary Liu and Dr. Junyi Xie of KIND SMILES Orthodontics & Pediatric Dentistry are in the business of kindness. They strive to elevate clinical experience with positivity, empathy, and understanding growing...
2023-10-2546 minSTB-Finance理財大富翁
STB-Finance理財大富翁ＥＳＧ當紅投資項目（粵語）-五分鐘縱覽-invest Taiwan 2317鴻海跨領域獵地全球熱議 ESG（環境、社會、公司治理），但是，許多企業擔憂投入初期增加顯性成本，財報也不見得立刻呈現績效，如何讓供應鏈夥伴、投資方相信 ESG 是「玩真的」？接踵而來的質疑，加上企業找不到一套具體方案，對 ESG 始終望之卻步！ 鴻海科技集團董事長劉揚偉喊出「永續經營= EPS + ESG」，認為企業貫徹執行 ESG，必須先有健康 EPS（每股盈餘）作為後盾，意味從營運面找到 EPS 與 ESG 關鍵交集，將 ESG 融入企業 DNA，兼容獲利又實踐基業永續。究竟，在轉型路口，鴻海如何把難題化為商機？ 裡應外合、接軌國際落地 ESG 中南部不動產聯銷中心- K金小編😃 Ｌine : @802wvbw 經歷： 南區不動產商業同業公會理事長 台南國宅加盟會員 群發資產管理有限公司組長 證照： 不動產仲介合格證照399221 109特種考試地政及格 證券測字第2250672008 信託電字第Y150210570020 美術地國-股票and地產在LINE官方帳號登場囉！ 我們將會提供許多好康資訊給大家， 請利用下方連結，將我們的帳號加入好友來接收優惠資訊： https://lin.ee/1laKeGK Ｌine : @802wvbw https://www.youtube.com/watch?v=IZOTdg4cvt8 「投資 ESG 確實短期從財報看不到成果，尤其要讓產業鏈夥伴，堅信這件事有利可圖，供應商永續管理機制就顯得重要！」鴻海科技發言人巫俊毅表示，鴻海導入一套標準化供應商稽核流程，每年依據評鑑分數，調整訂單比例並輔導缺失改善，藉此激勵產業上下游業者，為了接到更多鴻海訂單，積極響應 ESG。 對內集團營運管理，由董事長扮演火車頭，主導 CSR 委員會，從上到下展示追求 ESG 強烈意志，持續向投資方、利害關係人溝通獲得支持；也特別設立環境、社會、及治理小組，邀請各部門有熱誠的同仁擔任推動大使，全體員工從工作日常落實 ESG。 巫俊毅提醒，推動 ESG 切忌閉門造車，鴻海接軌國際評鑑標準，積極參加國內外具公信力的評比，爭取企業永續相關獎項，像是全球企業永續獎（GCSA）、台灣企業永續獎（TCSA）等，對此也可讓員工有成就感；鴻海還踴躍參與國際論壇，對外分享並學習其他ESG標竿典範，持續精進作法。 強大數位核心驅動 ESG 融合營運流程 身為全球電子製造服務業龍頭，鴻海在全球 24 個國家／地區，總計有 137 個廠區、營運據點，涵蓋各供應鏈、關鍵零組件製造、設計研發等龐大事業體，要讓各單位繁複的營運流程都落實 ESG，並且隨時檢核永續表現 KPI 數據，著實是一大考驗。 對此，鴻海啟動 F2.0 轉型戰略，打造強勁數位核心，將 ESG 永續目標貫穿價值鏈；策略之一便是與 SAP 深化合作，以 SAP S/4HANA 為數據基礎，串聯各單位營運，從原料採購、産品生產、財務作業等，巫俊毅指出，「SAP ERP 可完整追溯生產歷程、物料供應等資料，確保每個營運環節符合集團 ESG 目標，完善一套屬於鴻海的責任製造準則。」 如此，端到端營運資料皆透明可視，有助決策者洞察 ESG 績效及風險管理，加速集團對永續議題能即時反應；財務部門也能在產出報表時，清楚揭露營運績效與永續發展的正相關，向投資者、利害關係人及外界展現鴻海追求永續的決心。 SAP 產業觀察：財報揭露 ESG 成趨勢 過去投資方、利害關係人評估一間企業是否值得投資，會以財務報表、公司營收作為判斷標準，越來越多企業選擇將 ESG 指標納入財報。 SAP 綜觀產業，「企業財務檢討營運績效的視角逐漸改變，過去優先關注產品獲利、營收表現，現在企業也會關心生產過程對環境衝擊、社會影響的價值，像是碳排放量、廢棄物管理、產品設計到生產的永續責任等。鴻海作為永續標竿企業，善用數位工具，強化節能減碳的技術研發與創新應用，將企業整體業務流程緊扣環境使命、社會責任和公司治理等指標，並藉由資料驅動，在價值鏈中獲取永續洞見，以擬定優化行動方案，進而將整個集團乃至供應鏈上下游，轉變為永續業務流程。」 展望未來，鴻海持續響應氣候行動 100+ 淨零排放，目標 2030 年針對主要客戶的生產活動 100% 採用清潔能源、2050 年實現價值鏈溫室氣體淨零排放，展現與環境共存共榮決心。巫俊毅亦表示，「擁抱 ESG 不能獨善其身，我們倡議 MIH 電動車開放聯盟，帶領夥伴開拓綠能商機，將永續行動擴大至供應鏈生態系，為產業樹立綠色製造典範。」 🤩 ESG (environmental, social, and corporate governance) is hotly debated around the world. However, many companies are worried that the initial investment will increase the explicit cost, and the financial report may not show performance immediately. How to convince supply chain partners and investors that ESG is “real”? The ensuing doubts, coupled with the fact that companies cannot find a specific solution, have always been discouraged from ESG! Liu Yangwei, chairman of Hon Hai Technology Group, called out "sustainable management = EPS + ESG", believing that the implementation of ESG in enterprises must be backed by healthy EPS (earnings per share), which means finding the key intersection between EPS and ESG from the operational side, and integrating ESG Integrate into the corporate DNA, compatible with profit and practice foundation sustainability. After all, at the junction of transformation, how does Hon Hai turn problems into business opportunities? Internal and external cooperation, integration with international implementation of ESG "Investing in ESG does not yield results from the financial report in the short term. In particular, to make industry chain partners believe that this is profitable, the supplier's sustainable management mechanism is very important!" said Wu Junyi, a spokesman for Hon Hai Technology. Hon Hai introduced a set of Standardize the supplier audit process, adjust the proportion of orders and guide the improvement of defects every year based on the evaluation scores, so as to encourage upstream and do...
2022-01-1605 minAPN\'s Waveform (KARC): The APN Podcast
APN's Waveform (KARC): The APN PodcastSenior Send-Off Finale | APN's Waveform (KARC): Season 2, Chapter 10WE DID IT! The season finale of APN's Waveform has came, and it is in the studio! Lawrence Sung has one final talk with Kevin Wu, Ricky Wong, and APN Advisor Frank Sunez. They do a year-in-review, weigh the highs and lows of high school life, open up about things they wish they could've done while at Arcadia High, and discuss plans for the future.   Congratulations to the APN Class of 2021!  Felix Chen, Riley Kovacev, Andrew Liu, Harrison Meyers, Clara Montenegro, Jacob Randall, Tharun Saravanakumar, Lawrence Sung, Ian Sutliff, Ricky...
2021-05-2945 minFriendly Banter
Friendly BanterEpisode 8: Daniel - BikingWelcome to the 8th episode of Friendly Banter where Daniel talks about everything biking!
2020-07-2551 minFriendly Banter
Friendly BanterEpisode 7: Lorraine and Alison - Anime, Engineering, and EthicsWelcome to the 7th episode of Friendly Banter, where Alison and Lorraine talk about how weeb they are. They then answer some inquisitive questions about engineering and the ethics involving it. 
2020-07-251h 33Friendly Banter
Friendly BanterEpisode 6: Matthew - Major Sports Return, Entrepreneurship, and InfrastructureWelcome to the 6th episode of Friendly Banter where Matthew gives a in depth view to the NHL and NBA's summer return. We cap the episode off with some talk about his entrepreneurship and infrastructure experiences. 
2020-07-251h 17Friendly Banter
Friendly BanterEpisode 5: Jessie - Relationship AdviceWelcome to the 5th episode of Friendly Banter where Jessie give some very serious relationship advice
2020-07-251h 13Friendly Banter
Friendly BanterEpisode 4: Heather - Korean Popular MediaFourth episode of friendly banter, heather talks about the intricacies of the kpop world and we discuss some of the broader implications of this 21st century cultural phenomenon 
2020-06-151h 10Friendly Banter
Friendly BanterEpisode 3: Jonathan - Games, NBA, Education SystemThird episode of friendly banter talking about some video games and their future, the NBA and its proposed return and some pros and cons of the current education system. 
2020-06-121h 17Friendly Banter
Friendly BanterEpisode 2: Henry and David - Food Videos, Elon Musk, Consciousness, and Robots.Second episode of friendly banter. Henry and David give their insights on a whole host of different topics including favourite foods, the future of work, and some pivotal people and things in our generation.  You can also hear my ramblings about consciousness and payday loan companies. 
2020-06-011h 22Friendly Banter
Friendly BanterEpisode 1: Jasmine - Uni, Exchange, CosmeticsFirst episode of friendly banter talking to Jasmine about life in University, Exchange in Korea, and Cosmetics.  
2020-05-2354 minTEDTalks 艺术
TEDTalks 艺术失去如何帮助画家寻找不完整中的美 | Alyssa Monks画家阿丽莎·芒克斯在未知的，不可预测的，甚至是可怕的事物中，寻找美丽和灵感。在这样一个诗意的，亲密的谈话中，她描述了作为一个画家，作为一个人类的发展过程中，感悟到的生命、颜料和画布的互动。Translated by Junyi ShaReviewed by Yangyang Liu
2016-10-2613 minTEDTalks 科技
TEDTalks 科技机器智能时代，坚守人类道德更重要 | Zeynep Tufekci人工智能的到来，使我们在很多主观决策上使用它们。但是人工智能的复杂度使人难以去了解，去控制它。在这个演讲中，科技社会学家图费・克奇解释了机器和人类在出错这方面的差异性，并提出这些问题是我们难以预料和准备的。“我们不能把我们该承担的责任转移给机器”，她说，“我们必须更加坚守人类的价值观和伦理。”Translated by Yangyang LiuReviewed by Junyi Sha
2016-10-1917 minTED Theme: iTunes Podcast | Business
TED Theme: iTunes Podcast | Business为什么你应该知道同事的薪资 | David Burkus你的工资是多少？和你的同事相比怎么样？你应该知道，他们也应该知道，管理学研究者大卫·伯克斯如是说。在这个演讲中，伯克斯对我们习以为常的私密薪资制度提出了质疑，并强有力的解释了公开薪资对雇员、公司以及社会的好处。Translated by Yangyang LiuReviewed by Junyi Sha
2016-09-2007 minTEDTalks 儿童与家庭
TEDTalks 儿童与家庭正确的教育方式－避免过度呵护 | Julie Lythcott-Haims给孩子过高的期望，事无巨细的管理孩子的生活，这样的养育方式适得其反。至少朱莉·利斯科特-海姆斯这么认为。这位前斯坦福新生学院院长，用激情和诙谐的语言，讲述了家长不应该用成绩和分数来定义孩子的成功，反而，应该专注在一个传统的想法：给予无条件的爱。Translated by Yangyang LiuReviewed by Junyi Sha
2016-09-1314 min