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Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Researchers have developed TransPhy3D, a synthetic video dataset of 11,000 sequences showcasing transparent and reflective scenes using Blender/Cycles. This dataset aids in training DKT, a video-to-video translator that improves depth and normal estimation for transparent objects. DKT achieves state-of-the-art performance on benchmarks like ClearPose and enhances grasping success rates on complex surfaces, demonstrating the potential of repurposing diffusion models for advanced perception tasks in robotics.

arXiv
Bellman Calibration for V-Learning in Offline Reinforcement Learning

Bellman Calibration for V-Learning in Offline Reinforcement Learning

The article presents Iterated Bellman Calibration, a model-agnostic method for improving off-policy value predictions in infinite-horizon Markov decision processes. By ensuring states with similar predicted returns align with Bellman equation outcomes, it utilizes histogram and isotonic calibration techniques. The method employs a doubly robust pseudo-outcome for off-policy data, offering a one-dimensional fitted value iteration applicable to any value estimator. Importantly, it provides finite-sample guarantees without needing Bellman completeness or realizability, enhancing the reliability of predictions.

arXiv
Robot Coffee Cups? Self-Driving Trivets? AI Researchers Made It Happen

Robot Coffee Cups? Self-Driving Trivets? AI Researchers Made It Happen

The article discusses the challenges of multitasking in the kitchen, particularly while baking cookies during the holiday season. It emphasizes the importance of safety measures, like using oven mitts and being aware of surroundings to prevent accidents. Practical tips for managing kitchen chaos are provided, ensuring a smoother baking experience.

CNET
What's ahead for startups and VCs in 2026? Investors weigh in | TechCrunch

What's ahead for startups and VCs in 2026? Investors weigh in | TechCrunch

In a recent survey of top investors, expectations for the IPO market in 2024 remain cautious. Many anticipated a robust return this year, but that has not materialized. Investors are now focusing on economic conditions, interest rates, and regulatory changes as key factors influencing upcoming IPO activity.

TechCrunch
Naware's chemical-free weed killer tech could change how we treat lawns | TechCrunch

Naware's chemical-free weed killer tech could change how we treat lawns | TechCrunch

Mark Boysen, founder of Naware, initially experimented with using drones equipped with 200-watt lasers to eliminate weeds. His innovative approach emerged from brainstorming potential startup ideas with friends, motivated by agricultural challenges faced by his family in North Dakota. This method highlights a unique intersection of technology and farming, suggesting a novel solution for weed management in agriculture. Further developments from Naware could reshape traditional farming practices, indicating a shift towards tech-driven agricultural solutions.

TechCrunch
I Tried Vibe Coding With Different Gemini Models. Here's What I Learned

I Tried Vibe Coding With Different Gemini Models. Here's What I Learned

Vibe coding leverages AI chatbots like Claude, Gemini, and ChatGPT to create functional code from user ideas. This method encourages creativity and experimentation, allowing users to focus on concepts rather than syntax. It's particularly useful for rapid prototyping and can enhance productivity for developers at any skill level.

CNET
The Age of the All-Access AI Agent Is Here

The Age of the All-Access AI Agent Is Here

The article discusses the hidden costs of using free services from major tech companies like Google, Facebook, and Microsoft, highlighting how users trade personal data for access. It emphasizes the implications for privacy and data security, urging consumers to reconsider reliance on these platforms as they navigate digital life.

Wired
The great software pricing shakeout of 2026: What every IT leader needs to know

The great software pricing shakeout of 2026: What every IT leader needs to know

Software pricing is increasingly shifting to outcome-based models, focusing on the actual results delivered rather than traditional licensing fees. This change is reshaping vendor-user relationships, emphasizing accountability and performance metrics. Companies must adapt their budgeting and procurement strategies to align with this evolving pricing landscape.

ZDNet
John Carreyrou and other authors bring new lawsuit against six major AI companies | TechCrunch

John Carreyrou and other authors bring new lawsuit against six major AI companies | TechCrunch

A coalition of writers, led by Theranos whistleblower John Carreyrou, has initiated a lawsuit against major tech firms including Anthropic, Google, OpenAI, Meta, xAI, and Perplexity. The suit alleges these companies have unlawfully utilized their works to train AI models without proper compensation or consent. This legal action highlights ongoing concerns regarding intellectual property rights as generative AI technologies advance. If successful, the lawsuit could lead to significant changes in how AI firms source training data, potentially requiring more transparent licensing agreements with creators.

TechCrunch
SNS INSIDER PVT. LTD. predicts that the artificial intelligence robot market will reach US$89.57 billion by 2032

SNS INSIDER PVT. LTD. predicts that the artificial intelligence robot market will reach US$89.57 billion by 2032

The AI robotics market is evolving rapidly as intelligent automation integrates into various sectors, enhancing efficiency in industrial, commercial, and service operations. Companies are increasingly investing in AI-driven robotics to streamline workflows and reduce operational costs, signaling a shift toward more automated processes. This transition may lead to significant changes in workforce dynamics and job roles across industries.

CNET
OpenAI says AI browsers may always be vulnerable to prompt injection attacks | TechCrunch

OpenAI says AI browsers may always be vulnerable to prompt injection attacks | TechCrunch

OpenAI is enhancing its Atlas AI browser to defend against cyberattacks, particularly focusing on prompt injections. These attacks exploit AI systems by manipulating them into executing harmful commands. As OpenAI fortifies its defenses, it acknowledges that completely eliminating such vulnerabilities remains a challenge, emphasizing ongoing security efforts.

TechCrunch