Close Menu
  • Home
  • AI Models
    • DeepSeek
    • xAI
    • OpenAI
    • Meta AI Llama
    • Google DeepMind
    • Amazon AWS AI
    • Microsoft AI
    • Anthropic (Claude)
    • NVIDIA AI
    • IBM WatsonX Granite 3.1
    • Adobe Sensi
    • Hugging Face
    • Alibaba Cloud (Qwen)
    • Baidu (ERNIE)
    • C3 AI
    • DataRobot
    • Mistral AI
    • Moonshot AI (Kimi)
    • Google Gemma
    • xAI
    • Stability AI
    • H20.ai
  • AI Research
    • Allen Institue for AI
    • arXiv AI
    • Berkeley AI Research
    • CMU AI
    • Google Research
    • Microsoft Research
    • Meta AI Research
    • OpenAI Research
    • Stanford HAI
    • MIT CSAIL
    • Harvard AI
  • AI Funding & Startups
    • AI Funding Database
    • CBInsights AI
    • Crunchbase AI
    • Data Robot Blog
    • TechCrunch AI
    • VentureBeat AI
    • The Information AI
    • Sifted AI
    • WIRED AI
    • Fortune AI
    • PitchBook
    • TechRepublic
    • SiliconANGLE – Big Data
    • MIT News
    • Data Robot Blog
  • Expert Insights & Videos
    • Google DeepMind
    • Lex Fridman
    • Matt Wolfe AI
    • Yannic Kilcher
    • Two Minute Papers
    • AI Explained
    • TheAIEdge
    • Matt Wolfe AI
    • The TechLead
    • Andrew Ng
    • OpenAI
  • Expert Blogs
    • François Chollet
    • Gary Marcus
    • IBM
    • Jack Clark
    • Jeremy Howard
    • Melanie Mitchell
    • Andrew Ng
    • Andrej Karpathy
    • Sebastian Ruder
    • Rachel Thomas
    • IBM
  • AI Policy & Ethics
    • ACLU AI
    • AI Now Institute
    • Center for AI Safety
    • EFF AI
    • European Commission AI
    • Partnership on AI
    • Stanford HAI Policy
    • Mozilla Foundation AI
    • Future of Life Institute
    • Center for AI Safety
    • World Economic Forum AI
  • AI Tools & Product Releases
    • AI Assistants
    • AI for Recruitment
    • AI Search
    • Coding Assistants
    • Customer Service AI
    • Image Generation
    • Video Generation
    • Writing Tools
    • AI for Recruitment
    • Voice/Audio Generation
  • Industry Applications
    • Finance AI
    • Healthcare AI
    • Legal AI
    • Manufacturing AI
    • Media & Entertainment
    • Transportation AI
    • Education AI
    • Retail AI
    • Agriculture AI
    • Energy AI
  • AI Art & Entertainment
    • AI Art News Blog
    • Artvy Blog » AI Art Blog
    • Weird Wonderful AI Art Blog
    • The Chainsaw » AI Art
    • Artvy Blog » AI Art Blog
What's Hot

White House plan signals “open-weight first” era—and enterprises need new guardrails

A new AI coding challenge just published its first results – and they aren’t pretty

Enhance generative AI solutions using Amazon Q index with Model Context Protocol – Part 1

Facebook X (Twitter) Instagram
Advanced AI News
  • Home
  • AI Models
    • OpenAI (GPT-4 / GPT-4o)
    • Anthropic (Claude 3)
    • Google DeepMind (Gemini)
    • Meta (LLaMA)
    • Cohere (Command R)
    • Amazon (Titan)
    • IBM (Watsonx)
    • Inflection AI (Pi)
  • AI Research
    • Allen Institue for AI
    • arXiv AI
    • Berkeley AI Research
    • CMU AI
    • Google Research
    • Meta AI Research
    • Microsoft Research
    • OpenAI Research
    • Stanford HAI
    • MIT CSAIL
    • Harvard AI
  • AI Funding
    • AI Funding Database
    • CBInsights AI
    • Crunchbase AI
    • Data Robot Blog
    • TechCrunch AI
    • VentureBeat AI
    • The Information AI
    • Sifted AI
    • WIRED AI
    • Fortune AI
    • PitchBook
    • TechRepublic
    • SiliconANGLE – Big Data
    • MIT News
    • Data Robot Blog
  • AI Experts
    • Google DeepMind
    • Lex Fridman
    • Meta AI Llama
    • Yannic Kilcher
    • Two Minute Papers
    • AI Explained
    • TheAIEdge
    • The TechLead
    • Matt Wolfe AI
    • Andrew Ng
    • OpenAI
    • Expert Blogs
      • François Chollet
      • Gary Marcus
      • IBM
      • Jack Clark
      • Jeremy Howard
      • Melanie Mitchell
      • Andrew Ng
      • Andrej Karpathy
      • Sebastian Ruder
      • Rachel Thomas
      • IBM
  • AI Tools
    • AI Assistants
    • AI for Recruitment
    • AI Search
    • Coding Assistants
    • Customer Service AI
  • AI Policy
    • ACLU AI
    • AI Now Institute
    • Center for AI Safety
  • Industry AI
    • Finance AI
    • Healthcare AI
    • Education AI
    • Energy AI
    • Legal AI
LinkedIn Instagram YouTube Threads X (Twitter)
Advanced AI News
Hugging Face

Paper page – VAU-R1: Advancing Video Anomaly Understanding via Reinforcement Fine-Tuning

By Advanced AI EditorJune 4, 2025No Comments1 Min Read
Share Facebook Twitter Pinterest Copy Link Telegram LinkedIn Tumblr Email
Share
Facebook Twitter LinkedIn Pinterest Email


VAU-R1 uses Multimodal Large Language Models with Reinforcement Fine-Tuning to enhance video anomaly reasoning, complemented by VAU-Bench, a Chain-of-Thought benchmark for evaluating anomaly understanding.

Video Anomaly Understanding (VAU) is essential for applications such as smart
cities, security surveillance, and disaster alert systems, yet remains
challenging due to its demand for fine-grained spatio-temporal perception and
robust reasoning under ambiguity. Despite advances in anomaly detection,
existing methods often lack interpretability and struggle to capture the causal
and contextual aspects of abnormal events. This limitation is further
compounded by the absence of comprehensive benchmarks for evaluating reasoning
ability in anomaly scenarios. To address both challenges, we introduce VAU-R1,
a data-efficient framework built upon Multimodal Large Language Models (MLLMs),
which enhances anomaly reasoning through Reinforcement Fine-Tuning (RFT).
Besides, we propose VAU-Bench, the first Chain-of-Thought benchmark tailored
for video anomaly reasoning, featuring multiple-choice QA, detailed rationales,
temporal annotations, and descriptive captions. Empirical results show that
VAU-R1 significantly improves question answering accuracy, temporal grounding,
and reasoning coherence across diverse contexts. Together, our method and
benchmark establish a strong foundation for interpretable and reasoning-aware
video anomaly understanding. Our code is available at
https://github.com/GVCLab/VAU-R1.



Source link

Follow on Google News Follow on Flipboard
Share. Facebook Twitter Pinterest LinkedIn Tumblr Email Copy Link
Previous ArticleGetty Images CEO warns it can’t afford to fight every AI copyright case
Next Article Nvidia Faces $8B Hit as U.S. Halts H20 AI Chip Exports to China
Advanced AI Editor
  • Website

Related Posts

Paper page – HOComp: Interaction-Aware Human-Object Composition

July 23, 2025

Paper page – Does More Inference-Time Compute Really Help Robustness?

July 23, 2025

Paper page – RefCritic: Training Long Chain-of-Thought Critic Models with Refinement Feedback

July 23, 2025
Leave A Reply

Latest Posts

Winston Artory Merger Targets $15B Art Valuation Market

Denver Museum Discovers 67.5 Million-Year-Old Fossil Under Parking Lot

Taipei Dangdai Cancels 2026 Edition

Barnes Foundation Online Learning Platform Expands to Penn Museum

Latest Posts

White House plan signals “open-weight first” era—and enterprises need new guardrails

July 24, 2025

A new AI coding challenge just published its first results – and they aren’t pretty

July 24, 2025

Enhance generative AI solutions using Amazon Q index with Model Context Protocol – Part 1

July 23, 2025

Subscribe to News

Subscribe to our newsletter and never miss our latest news

Subscribe my Newsletter for New Posts & tips Let's stay updated!

Recent Posts

  • White House plan signals “open-weight first” era—and enterprises need new guardrails
  • A new AI coding challenge just published its first results – and they aren’t pretty
  • Enhance generative AI solutions using Amazon Q index with Model Context Protocol – Part 1
  • Alibaba claims world’s most advanced agentic AI model for coding
  • Google set up two robotic arms for a game of infinite table tennis

Recent Comments

  1. 1win app download on Former Tesla AI czar Andrej Karpathy coins ‘vibe coding’: Here’s what it means
  2. 📃 ✉️ Pending Deposit: 1.8 BTC from new sender. Review? > https://graph.org/REDEEM-BTC-07-23?hs=60194a6753699dfb5804798d5843ffd0& 📃 on This Neural Network Optimizes Itself | Two Minute Papers #212
  3. 📉 📩 Pending Deposit - 1.0 BTC from unknown sender. Review? => https://graph.org/REDEEM-BTC-07-23?hs=16ed4f83e039fc01f975372e66ec05d7& 📉 on OpenAI seeks to make its upcoming ‘open’ AI model best-in-class
  4. 📊 📩 Pending Transfer: 1.8 BTC from unknown sender. Approve? >> https://graph.org/REDEEM-BTC-07-23?hs=8f64f5846f6d90e5a1ebb4bba272bbea& 📊 on Nvidia’s GB200 NVL72 Supercomputer Achieves 2.7× Faster Inference on DeepSeek V2
  5. 📅 ✉️ New Deposit: 1.8 BTC from new sender. Approve? > https://graph.org/REDEEM-BTC-07-23?hs=5719fe560af3b8c36c0a0976ea7a6f6b& 📅 on Meta, Booz Allen develop ‘Space Llama’ AI system for the International Space Station

Welcome to Advanced AI News—your ultimate destination for the latest advancements, insights, and breakthroughs in artificial intelligence.

At Advanced AI News, we are passionate about keeping you informed on the cutting edge of AI technology, from groundbreaking research to emerging startups, expert insights, and real-world applications. Our mission is to deliver high-quality, up-to-date, and insightful content that empowers AI enthusiasts, professionals, and businesses to stay ahead in this fast-evolving field.

Subscribe to Updates

Subscribe to our newsletter and never miss our latest news

Subscribe my Newsletter for New Posts & tips Let's stay updated!

LinkedIn Instagram YouTube Threads X (Twitter)
  • Home
  • About Us
  • Advertise With Us
  • Contact Us
  • DMCA
  • Privacy Policy
  • Terms & Conditions
© 2025 advancedainews. Designed by advancedainews.

Type above and press Enter to search. Press Esc to cancel.