Mirage
PulseAugur coverage of Mirage — every cluster mentioning Mirage across labs, papers, and developer communities, ranked by signal.
- 2026-11-05 product_launch Cactus Compute released the Mirage vision model. source
- 2026-06-14 product_launch Microsoft Research unveiled Mirage, a video world model with persistent spatial memory. source
- 2026-05-22 product_launch The MIRAGE system was developed as a novel approach to AI security, using honeypots to counter prompt injection attacks. source
4 day(s) with sentiment data
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Cactus Compute releases Mirage vision model for tiny devices
Cactus Compute has released Mirage, a vision model designed for image understanding and structured data extraction, optimized for tiny devices. The model can be installed via pip and integrated into Python applications.…
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New research explores efficient fine-tuning and compression for vision foundation models
Two recent arXiv papers explore methods for making large vision foundation models more efficient. The first paper, by Niclas Hergenröther, investigates data-efficient fine-tuning techniques like Visual Prompting (VP), L…
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New MIRAGE framework enables stealthy visual prompt injection attacks on web agents
Researchers have developed MIRAGE, a novel framework for visual indirect prompt injection attacks against multimodal large language model (MLLM) web agents. This method uses diffusion models to create adversarial images…
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MIRAGE system enhances 3D reconstruction by fusing visual and LiDAR-inertial data
Researchers have developed MIRAGE, a novel system that integrates feed-forward 3D vision with LiDAR-inertial estimation to improve 3D reconstruction quality. MIRAGE anchors visual geometry to precise metric motion from …
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Cleave compiler optimizes tensor programs for large models
Researchers have developed Cleave, a new machine learning compiler designed to optimize tensor programs for large models. Cleave employs a strategy of symbolic decoupling, first performing superoptimization on a graph w…
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New MIRAGE method enhances JWST exoplanet atmosphere retrieval
Researchers have developed a new method called MIRAGE to improve the accuracy of exoplanet atmosphere retrieval from James Webb Space Telescope (JWST) data. Traditional simulation-based inference methods, trained on syn…
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New MIRAGE study reveals flaws in multimodal agent evidence use
A new study titled MIRAGE introduces a controlled evaluation framework for multimodal large language model (MLLM) agents, focusing on their ability to retrieve and utilize historical evidence across conversations. The r…
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New MIRAGE benchmark tests web agents' investigative skills
A new benchmark called MIRAGE has been developed to evaluate the investigative capabilities of autonomous web agents. The benchmark consists of 750 multi-step decision tasks across Wikipedia Forensics, Shopping Admin, a…
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New MIRAGE framework tackles 'Euclidean voids' in recommendation systems
Researchers have developed MIRAGE, a novel framework for sequential recommendation systems that addresses the issue of "Euclidean voids" in embedding spaces. These voids occur when the continuous embedding path between …
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AI Subtitle Generation Costs Range from Free to $159/Month
The cost of generating subtitles for videos varies significantly, with options ranging from free services like CapCut and Meta's Instagram Edits to subscription-based tools and API access. Services like Sonix charge app…
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MIRAGE model enhances MRI contrast enhancement prediction
Researchers have developed MIRAGE, a novel 2D U-Net model designed to infer contrast enhancement in breast MRIs from pre-contrast slices. The model integrates global reconstruction and perceptual losses with specialized…
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New MIRAGE defense system combats misinformation in long-form RAG
Researchers have developed MIRAGE, a novel defense mechanism for retrieval-augmented generation (RAG) systems designed to combat misinformation pollution in long-form content. This training-free and model-agnostic appro…
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US Export Curbs on Anthropic Models Signal Warning to Europe; Microsoft Unveils Mirage for Faster Video Generation
Anthropic's Fable 5 and Mythos 5 models are subject to US export restrictions, serving as a warning to Europe. Brussels is urged to reassess its reliance on US technology to prevent future Washington decisions from hind…
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MIRAGE framework enhances image retrieval accuracy and efficiency for MLLMs
Researchers have introduced MIRAGE, a new framework designed to improve the efficiency and accuracy of multi-vector image retrieval (MVR) within multimodal large language models (MLLMs). MIRAGE addresses limitations in …
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New MIRAGE benchmark reveals amplified anti-Muslim bias in LLMs
A new benchmark called MIRAGE has been developed to assess anti-Muslim bias in large language models, moving beyond simple prompt completion to evaluate reasoning, agentic decision-making, and time-coupled conditions. T…
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Microsoft's Mirage video model uses spatial memory for faster generation
Microsoft Research has developed Mirage, a novel video world model that utilizes persistent spatial memory stored directly in its latent space. This approach significantly reduces compute time and memory requirements co…
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New MIRAGE method enhances MSR dataset analysis with metadata and FAIRness
Researchers have developed MIRAGE, a new method for analyzing Mining Software Repositories (MSR) datasets by enhancing their metadata and assessing FAIRness. This approach uses the Semantic Scholar API to gather data fr…
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New benchmarks and frameworks advance video world modeling
Researchers have introduced "ImageTime," a new benchmark designed to evaluate how well image generation models can understand and represent temporal changes. This benchmark assesses spatiotemporal consistency by requiri…
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New OmniAID framework improves AI-generated image detection
Researchers have developed OmniAID, a new framework for detecting AI-generated images that decouples semantic flaws from universal artifacts. This approach uses a Mixture-of-Experts architecture, with specialized expert…
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New MIRAGE framework enhances fMRI encoding with multimodal gating
Researchers have developed MIRAGE, a new framework for encoding whole-brain fMRI responses to naturalistic audiovisual stimuli. This model utilizes a native multimodal backbone and adaptive feature gating across layers …