Risenshine! Here is digest of signals harvested on 2026-06-21.
Markets
International - 06/18
Germany (EWG):
+0.3868%  -1.2369% MoM
France (EWQ):
+1.0143%  +3.1292% MoM
United Kingdom (EWU):
-1.0017%  -1.793% MoM
Italy (EWI):
+0.7314%  +5.5933% MoM
Italy (EWI):
+0.7314%  +5.5933% MoM
Spain (EWP):
+0.2719%  +5.7337% MoM
Netherlands (EWN):
+1.4028%  +11.0867% MoM
Chile (ECH):
-0.8535%  +3.2504% MoM
Belgium (EWK):
-0.3332%  +1.3979% MoM
Germany (EWD):
+0.8211%  +0.5192% MoM
Australia (EWO):
+0.4201%  +11.0165% MoM
China Large-Cap (FXI):
-1.0401%  -8.2139% MoM
Japan (EWJ):
+1.9164%  +6.612% MoM
India (INDA):
+1.0599%  +4.8868% MoM
Taiwan (EWT):
+4.6428%  +22.4424% MoM
Hong Kong (EWH):
-0.2812%  -10.0211% MoM
Singapore (EWS):
+0.6759%  +1.9507% MoM
Indonesia (IDX):
+0.726%  -2.6316% MoM
Malaysia (EWM):
-0.326%  -6.0751% MoM
Saudi Arabia (KSA):
+0.4685%  +0.2858% MoM
Arab Emirates (UAE):
+3.7736%  +8.4177% MoM
Qatar (QAT):
+0.3195%  +1.6959% MoM
Israel (EIS):
+2.0667%  -4.9324% MoM
Kuwait (KWT):
-0.0278%  +0.305% MoM
Africa (AFK):
-2.7386%  +0.9198% MoM
Commodities - 06/18
gold (GLD):
-0.3809%  -5.9247% MoM
silver (SLV):
-1.8149%  -11.0463% MoM
US oil (USO):
+0.5603%  -24.9019% MoM
platinium (PPLT):
-1.9145%  -11.7681% MoM
agriculture (DBA):
-0.7824%  -5.8345% MoM
carbon (KRBN):
+0.2704%  +5.1226% MoM
copper (CPER):
+0.5694%  +3.2687% MoM
gaz (UNG):
+1.4693%  -1.3445% MoM
corn (CORN):
-1.1662%  -9.5518% MoM
weat (WEAT):
-1.1207%  -8.9683% MoM
uranium (URA):
+1.4437%  +1.2288% MoM
lithium (LIT):
-1.1075%  +0.4524% MoM
Favorites - 06/18
Adobe (ADBE):
-0.5706%  -23.4637% MoM
AMD (AMD):
+4.8568%  +29.7838% MoM
Microsoft (MSFT):
+0.1293%  -9.1083% MoM
Nvidia (NVDA):
+2.9514%  -4.4966% MoM
Oracle (ORCL):
+0.4141%  +1.5596% MoM
Axon (AXON):
+0.0922%  +7.9166% MoM
Amazon (AMZN):
+2.9011%  -5.7646% MoM
Alibaba (BABA):
-0.3165%  -21.041% MoM
JD (JD):
-1.2182%  -14.8548% MoM
ARM (ARM):
+4.9131%  +96.9348% MoM
Intel (INTC):
+10.6441%  +20.9296% MoM
Qualcom (QCOM):
+6.1699%  +15.5922% MoM
Marvel (MRVL):
+7.2667%  +76.1956% MoM
Apple (AAPL):
+0.6961%  -0.3211% MoM
Lowe (LOW):
+2.2691%  +1.7539% MoM
Sectors - 06/18
SP500 (SPY):
+0.7801%  +1.7731% MoM
healthcare (XLV):
-0.8692%  +1.4119% MoM
finance (XLF):
-0.8881%  +4.8337% MoM
real-estate (XLRE):
-0.2502%  -0.1821% MoM
semi-conductors (SOXX):
+6.623%  +28.7293% MoM
aerospace (ITA):
-1.5651%  +9.4678% MoM
reit (RWR):
+0.2449%  +1.0145% MoM
transportation (XTN):
+1.7112%  +12.9539% MoM
agriculture (MOO):
-0.427%  -5.0111% MoM
clean energy (QCLN):
+5.2597%  +12.053% MoM
Gainers
Market closed! Happy holidays!
Losers
Market closed! Happy holidays!
Business
Impact of Kevin Warsh's Fed Leadership on Forward Guidance and Monetary Strategy
In the news:
🗺 Background:
  • Kevin Warsh was appointed as Chair of the Federal Reserve by President Donald Trump and oversaw his first FOMC meeting on June 17, 2026.
  • The Federal Open Market Committee (FOMC) is responsible for setting U.S. monetary policy, including interest rates and forward guidance.
  • Forward guidance refers to the Fed’s communications regarding the future path of interest rates and monetary policy to influence market expectations.
  • Warsh's leadership comes amid heightened inflation pressures and market sensitivity to Fed communications.
🎩 Key stakeholders:
  • Key stakeholders include Kevin Warsh (Fed Chair), the Federal Reserve Board, and FOMC members.
  • U.S. financial markets and major banks such as JPMorgan and Goldman Sachs closely monitor and respond to Fed policy shifts.
  • Prominent economists, business leaders, and institutional investors respond to and analyze changes in the Fed’s approach to forward guidance.
  • The Biden administration, Congress, and global central banks observe U.S. Fed policy due to its impact on global financial stability.
💡 News facts:
➡ Potential consequences:
  • In the near-term, reduced clarity on future rate moves could increase market volatility as investors react to less detailed Fed communication.
  • Over the medium-term, shifting to a broader, less prescriptive forward guidance may give the Fed more flexibility to respond to economic surprises.
  • The creation of new task forces may lead to operational and analytical changes within the Fed, potentially affecting future monetary policy frameworks.
  • International markets and central banks may adjust their own policies in response to perceived uncertainty or changing norms at the Fed.
Read online: https://fortune.com/2026/06/17/how-did-market-react-kevin-warsh-press-conference-inflation-rates/  https://fortune.com/2026/06/17/kevin-warsh-first-fed-meeting-rates-steady-forward-guidance-dropped/  https://www.businessinsider.com/fed-chair-kevin-warsh-signals-change-with-new-task-forces-2026-6#article  https://www.businessinsider.com/fed-chair-kevin-warsh-first-meeting-business-leaders-economists-reactions-2026-6#article  
Consequences of SpaceX's IPO on Tech Sector Investments and Board Dynamics
In the news:
🗺 Background:
  • SpaceX, founded by Elon Musk in 2002, is a leading private aerospace company and recently went public via IPO.
  • The IPO has elevated SpaceX’s valuation, making it one of the world's most closely watched tech companies.
  • With its IPO, SpaceX joined a wave of high-profile tech listings influencing investor sentiment in 2026.
  • Technical innovation and operational milestones have set SpaceX apart in both the aerospace and technology investment sectors.
🎩 Key stakeholders:
  • Elon Musk serves as the CEO and principal visionary behind SpaceX.
  • Roelof Botha, a founding PayPal member and longtime Sequoia Capital partner, joined SpaceX's board in June 2026.
  • Major investors and analysts include Paul Meeks and Michael Burry, who have both publicly commented on SpaceX’s recent public debut.
  • Institutional shareholders such as venture capital firms, new IPO investors, and existing SpaceX employees are central players.
💡 News facts:
➡ Potential consequences:
  • In the near term, technology sector IPO activity may intensify as investors track SpaceX’s performance and look for comparable opportunities.
  • Board dynamics at SpaceX could shift, with Roelof Botha’s appointment signaling a closer alignment with Silicon Valley practices and strategy.
  • Medium-term, a significant lock-up expiration could create stock volatility affecting broader tech sector sentiment.
  • Continued high valuations and acquisition-fueled growth models may prompt both increased scrutiny and competitive responses from other tech firms.
Top Voices:
Read online: https://fortune.com/2026/06/17/paypal-mafia-member-and-ex-sequoia-steward-roelof-botha-joins-spacex-board-reuniting-with-elon-musk-after-decades/  https://www.businessinsider.com/spacex-stock-overvalued-spcx-decline-ipo-lock-up-period-earnings-2026-6#article  https://www.businessinsider.com/big-short-investor-michael-burry-spacex-stock-steering-clear-2026-6#article  
How Rising Gold Prices Reshape Corporate Rankings and Investment Trends in Southeast Asia
In the news:
🗺 Background:
  • Gold prices have surged globally throughout 2026, exceeding historical levels as investors seek safe-haven assets.
  • Southeast Asia’s top corporate ranking, Southeast Asia 500, reflects dramatic shifts when commodities like gold surge.
  • The jewelry and gold retail industry in Indonesia and neighboring countries is especially sensitive to changes in gold prices.
  • Gold’s rally is largely triggered by global economic uncertainty and heightened demand from retail and institutional investors.
🎩 Key stakeholders:
  • Hartadinata Abadi, a leading Indonesian jewelry company, rose substantially in the Southeast Asia 500 ranking.
  • Investors across Southeast Asia, including institutional funds, have adjusted portfolios to increase gold exposure.
  • Regulatory bodies and financial analysts in Indonesia and Singapore monitor the ripple effects of gold’s price movement.
  • Major Southeast Asian banks have also intensified bullion-backed financial product offerings.
💡 News facts:
➡ Potential consequences:
  • In the near-term, companies with heavy gold exposure could see increased valuations and investor interest.
  • Medium-term, sustained high gold prices may alter Southeast Asia's corporate landscape, promoting a shift toward commodities and away from traditional sectors.
  • Rising gold may prompt more Southeast Asian firms to diversify operations and reconsider hedging strategies.
  • National and regional regulators might strengthen oversight on sudden ranking shifts to ensure financial stability.
Read online: https://fortune.com/2026/06/17/gold-prices-hartadinata-abadi-indonesia-southeast-asia-500/  
G7 Strategies to Reduce China’s Rare Earth Dominance by 2030: Feasibility and Roadblocks
In the news:
🗺 Background:
  • China currently supplies over 70% of the world’s rare earth elements, crucial for electronics, automobile, and defense sectors.
  • Rare earths are critical materials for clean energy technologies such as wind turbines and electric vehicles.
  • The G7 nations are seeking to strategically reduce dependence on China for such materials by 2030.
  • Previous attempts to develop alternative supply chains outside China have struggled due to cost and environmental barriers.
🎩 Key stakeholders:
  • Key players include the G7 member countries: Canada, France, Germany, Italy, Japan, the United Kingdom, and the United States.
  • Major companies involved in rare earth production include China’s CMOC Group and Lynas Rare Earths based in Australia.
  • Governmental stakeholders include the European Union and United States Department of Energy, both funding rare earth initiatives.
  • Japanese conglomerates such as Toyota and Hitachi are directly impacted due to their reliance on rare earth imports.
💡 News facts:
➡ Potential consequences:
  • In the near term, rare earth prices may rise due to increased investment and uncertainty in supply chains.
  • Medium-term, non-Chinese mining projects could accelerate but will require substantial financing and regulatory approval.
  • Geopolitical tensions with China may intensify as it seeks to protect its market share, possibly leading to trade restrictions.
  • Innovation and recycling initiatives for rare earths in G7 countries may receive greater funding and policy support.
Read online: https://fortune.com/2026/06/17/the-g7-just-pledged-to-break-chinas-rare-earth-grip-theres-a-lot-of-work-to-do/  
Heatwaves' Effects on Indian Industry: The Textile Sector's Struggles with Extreme Temperatures
In the news:
🗺 Background:
  • Heatwaves in India are intensifying due to climate change, with temperatures in cities like Surat reaching highs of 45°C (113°F).
  • Surat, Gujarat, is a major hub for India’s textile industry, housing thousands of textile factories that employ millions.
  • Rising temperatures directly impact labor productivity, workplace safety, and operational costs in these textile factories.
  • The Indian textile sector is heavily reliant on a low-income workforce, which is especially vulnerable to extreme weather events.
🎩 Key stakeholders:
  • Textile factory owners and workers in Surat are principal stakeholders affected by the persistent heatwaves.
  • Local authorities and policymakers in Gujarat oversee regulations related to industrial working conditions and climate resilience.
  • Major textile companies in Surat play a central role in advocating for technological upgrades and safety measures.
  • Public health and labor organizations are engaged in studies and policy efforts addressing worker safety during extreme heat.
💡 News facts:
➡ Potential consequences:
  • In the near term, ongoing extreme heat could force production slowdowns or temporary shutdowns in Surat’s textile factories.
  • Worker absenteeism and health-related incidents are expected to rise if cooling and safety infrastructure does not improve quickly.
  • Medium-term impacts could include declining competitiveness of India’s textile exports due to increased costs and supply disruptions.
  • Persistent heatwaves may accelerate adoption of automation and cooling technologies in the industry but increase capital pressures on smaller manufacturers.
Read online: https://apnews.com/article/heat-textile-climate-change-factories-eab8494242ecfdc108e12685535a4df3  
Science News
Projected Impact of SpaceX's AI-Driven Revenue Growth on Aerospace Market Valuations
In the news:
🗺 Background:
  • SpaceX is projected to significantly increase AI-driven revenue, following a pattern similar to Micron's surge between 2024-2026.
  • By April 2026, SpaceX had achieved an AI revenue rate of $1 billion per year, with expectations to reach a $33 billion run rate by October 2026.
  • Micron experienced a tenfold increase in valuation as its AI-related revenues grew dramatically, providing a model for SpaceX.
  • Market valuations for aerospace companies are increasingly influenced by their incorporation of advanced AI technologies.
🎩 Key stakeholders:
  • Elon Musk is the CEO of SpaceX and a driving force behind its AI initiatives.
  • Gwynne Shotwell, SpaceX President, oversees launch operations and the Starship program.
  • Micron Technology serves as a recent benchmark for AI-driven revenue growth impacting company valuations.
  • Investors in the aerospace sector and institutional market analysts closely watch SpaceX’s performance.
💡 News facts:
➡ Potential consequences:
  • Aerospace market valuations may see substantial upward revisions as investors price in SpaceX’s anticipated AI-driven revenue growth.
  • Short-term, SpaceX’s financial performance could trigger significant capital inflows and repricing of related aerospace equities.
  • Medium-term, sustained Starship launches and scaling of AI services could set new benchmarks for aerospace profitability.
  • Other aerospace and technology companies may accelerate AI adoption to match SpaceX's surging market valuation multiples.
Read online: https://www.nextbigfuture.com/2026/06/how-spacex-matches-the-micron-setup-for-a-fast-10x-to-2000-revenue-multipliers-for-next-levels-for-spacex.html  https://www.nextbigfuture.com/2026/06/spacex-has-visible-huge-ai-revenue-growth-like-micron-had-in-early-2025.html  https://www.nextbigfuture.com/2026/06/spacex-starship-going-for-orbit-in-august-and-september.html  
The Business Risks and Opportunities of AI Integration for Leading Consumer Tech Firms Like Apple
In the news:
🗺 Background:
  • Artificial Intelligence (AI) integration is reshaping the competitive landscape for consumer tech leaders such as Apple.
  • Tech firms face escalating costs and operational challenges as they embed advanced AI features into flagship products.
  • Apple, historically focused on hardware and ecosystem, is navigating increased market pressure to match AI offerings from competitors like Google and Samsung.
  • The rapid evolution of AI capabilities influences both product pricing strategies and consumer expectations in 2026.
🎩 Key stakeholders:
  • Apple Inc., under CEO Tim Cook, is at the center of AI adoption risks and opportunities.
  • Competitors like Google and Samsung are investing heavily in product-integrated AI, intensifying market rivalry.
  • Investors, institutional shareholders, and global consumers are closely monitoring the impact of AI on profitability and product value.
  • Industry analysts and key supply chain partners are pivotal in assessing the feasibility of AI-driven product enhancements.
💡 News facts:
➡ Potential consequences:
  • Near-term risks include likely increases in iPhone prices as Apple passes higher AI integration costs to consumers.
  • Medium-term, failure to competitively integrate AI could weaken Apple’s market share against AI-driven rivals.
  • Apple may be forced to restructure its supply chain or partnerships to mitigate long-term technology costs.
  • Intensified regulatory scrutiny on AI deployment practices could affect rollout timelines or profitability.
Read online: https://techcrunch.com/2026/06/17/ai-is-hurting-apple-in-more-ways-than-one-it-may-force-iphone-price-increases/  
Formal Verification in AI: Lessons from Pramaana Labs’ Move into High-Stakes Sectors
In the news:
🗺 Background:
  • Formal verification is a mathematical approach to prove the correctness of software systems and has been increasingly applied to artificial intelligence (AI).
  • AI mistakes in high-stakes sectors such as law, drug discovery, and tax preparation can lead to significant costs and legal risks.
  • Organizations are seeking robust solutions as generative AI models become more prominent in regulated and safety-critical settings.
  • Recent funding and startup activity highlight growing interest in applying formal verification to AI reliability.
🎩 Key stakeholders:
  • Pramaana Labs is a California-based startup specializing in bringing formal verification techniques to AI applications.
  • Khosla Ventures is the lead investor in Pramaana Labs’ recent $27 million seed round.
  • Targeted sectors for Pramaana Labs include legal services, pharmaceutical development, and financial compliance.
  • Industry leaders are watching this move as a benchmark for wider AI adoption in high-stakes domains.
💡 News facts:
➡ Potential consequences:
  • In the near-term, Pramaana Labs’ entry may drive an increase in investment and competition toward verifiable AI for regulated industries.
  • Formal verification adoption could improve trust and reduce liability for companies deploying AI in legal and medical settings.
  • Over the medium term, success by Pramaana Labs might accelerate regulatory approval and industry-wide standards for AI reliability.
  • Wider use of formally verified AI could shape future guidelines from US and EU regulatory bodies.
Read online: https://techcrunch.com/2026/06/17/pramaana-labs-raises-27-million-seed-round-from-khosla-ventures-to-bring-formal-verification-to-ai/  
The Strategic Importance of Data Center Investments in India's AI Infrastructure Expansion
In the news:
🗺 Background:
  • India is investing heavily in data center infrastructure to support the rapid growth of artificial intelligence applications.
  • Data centers are critical for managing, processing, and storing the large volumes of data required by AI technologies.
  • The government has launched several initiatives aimed at accelerating the development of digital infrastructure nationwide.
  • Global and local investors are increasingly targeting India's data center market, fueling expansion and technological upgrades.
🎩 Key stakeholders:
  • CtrlS is a major tech operator running over 15 data centers across India.
  • The Canadian pension giant has entered agreements for strategic equity investments in the Indian data center sector.
  • The Government of India, through policy frameworks, is supporting foreign and domestic capital in data infrastructure projects.
  • AI companies and technology service providers are primary end-users benefiting from this infrastructural buildout.
💡 News facts:
➡ Potential consequences:
  • In the near term, increased foreign investment will accelerate the deployment of new data center capacity to support AI workloads.
  • Medium-term outcomes include heightened competition among infrastructure providers, spurring innovation and cost reductions.
  • The expansion can attract global AI developers to set up operations in India, further strengthening its position as a digital economy leader.
  • Local talent development in data science and engineering is likely to receive a significant boost as data center projects scale.
Read online: https://techcrunch.com/2026/06/17/canadian-pension-giant-joins-race-to-fund-indias-ai-fueled-data-center-boom/  
The Role of Corporate Commitments in Early-Stage AI-Driven Carbon Removal Initiatives
In the news:
🗺 Background:
  • Corporate commitments play a critical role in advancing early-stage AI-driven carbon removal projects by providing essential funding and credibility.
  • Frontier is a notable coalition that advances large-scale carbon removal technologies by pooling corporate pre-purchase commitments.
  • Artificial intelligence startups are increasingly participating in carbon removal initiatives, bridging the gap between advanced tech and climate solutions.
  • Scaling up carbon removal solutions is crucial to achieving decarbonization goals set forth in the Paris Agreement.
🎩 Key stakeholders:
  • Anthropic is an AI startup now actively involved in funding carbon removal projects.
  • Frontier is a coalition backed by major corporate stakeholders including Stripe, Alphabet, Meta, Shopify, and McKinsey.
  • Funding for carbon removal projects attracts both tech startups and established industry leaders alike.
💡 News facts:
➡ Potential consequences:
  • Corporate and AI startup involvement is likely to accelerate the scale and deployment of advanced carbon removal technologies in the near term.
  • Increased funding signals growing private sector confidence, potentially encouraging wider industry participation and policy alignment.
  • Medium-term, these investments could lower costs of carbon removal and drive technology maturation, making large-scale carbon capture more feasible.
  • Success of early-stage collaborations may act as a model for public-private partnerships in climate technology investments.
Read online: https://techcrunch.com/2026/06/17/anthropic-becomes-first-ai-startup-to-join-the-frontier-carbon-removal-coalition/  
Culture
No famous painter from the 7th century Middle East
"N/A..."
There are no well-documented painters from the 7th century Middle East whose works have survived or are historically noted. The tradition of painting as a distinct art form flourished later in Islamic history....
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Al-Khansa
"I do not weep for myself, but I weep for those who have gone..."
Al-Khansa (c. 575–646) was a renowned Arab poet from the Arabian Peninsula, famous for her elegiac poetry mourning the deaths of her brothers. She is considered one of the greatest female poets in classical Arabic literature....
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No famous scientist from the 7th century Middle East
"N/A..."
The 7th century Middle East was a period of early Islamic history where scientific advancements were in nascent stages. Famous scientists such as Al-Razi and Ibn Sina emerged later, in the 9th and 10th centuries....
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Muhammad
"The best among you are those who have the best manners and character..."
Muhammad (c. 570–632) was the founder of Islam and is regarded as the last prophet in Islamic tradition. He united much of the Arabian Peninsula under the religion of Islam and established a political and religious community....
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NASA
Keogram: The Sky in 2025
Keogram: The Sky in 2025 (2026-06-21)
Credits: NASA / APOD
Github
Trading tools
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Sea Vessels
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Application that tracks predifined boats during the race based on official data....
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boat_tracker 0 stars #222
Ganga Boat Tracker is a web application that helps users easily find route-wise ferry timings across the Ganga River. It is designed for students, working professionals, locals, an...
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iOS PWA for tracking boat hours toward a captain's license — log trips, crew, routes, and locations...
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Air Vessels
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This Java-based seat reservation system was developed for a airlines to efficiently manage and track seat reservations. The system allows users to view seating availability, check ...
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P4Heap 1 stars #223
The first approximate heap (called P4Heap) for switch data plane, which firstly track heavy flows on the data plane without recirculation or incurring error on combined sketches....
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Imagery
medical-image-augmentation 9 stars #220
The official implementation of Analyzing Data Augmentation for Medical Images: A Case Study in Ultrasound Images....
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sprinkles 9 stars #221
Image augmentation function - fast.ai...
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Survery-Image-Mixing-and-Deleting-for-Data-Augmentation 9 stars #222
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histogram-equalization 9 stars #223
Implement the Histogram Equalization from Ryan Allred Medium article: https://medium.com/@ryanallred/image-augmentation-for-deep-learning-using-keras-and-histogram-equalization-932...
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Video
Awesome-Human-Video-Generation 243 stars #220
A work list of recent human video generation method. This repository focus on half/full body human video generation method, The Nerf, Gaussian splashing, Motion Pose, and talking h...
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redesigned-pancake 238 stars #221
Skip to content github / docs Code Issues 80 Pull requests 35 Discussions Actions Projects 2 Security Insights Merge branch 'main' into 1862-Add-Travis-CI-migration-table 1862-Add...
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VideoTetris 237 stars #222
[NeurIPS 2024] VideoTetris: Towards Compositional Text-To-Video Generation...
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ISDrama 237 stars #223
Dataset and evaluation code of ISDrama(ACM-MM 2025): Immersive Spatial Drama Generation through Multimodal Prompting...
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