4/ 🏆 What’s in it for you: • $20,000 AUD prize pool • Travel grants to IEEE Energy Tech 2025 • Global visibility in applied ML + energy innovation ⏳ Warm-Up Phase ends 15 Sept 2025 🔗 https://t.co/WJRlMgnxY4 #FlexTrack2025 #MLforEnergy #ClimateTech

3/ 📊 Data includes: • Whole-building power (kW) • Dry bulb temp (°C) • Solar irradiance (W/m²) • DR flags + target capacity Your job: extract DR signals and estimate load shift under real-world variability.

2/ 🧠 Your tasks: 1. Classify if/when a DR event occurred 2. Regress how much energy was shifted vs baseline You’ll model unfiltered 15-min data from building digital twins: across climate zones, with baseline drift, HVAC cycling, weather noise, and behaviour shifts.

⚡ Can you build an ML model that detects demand response events? Can it quantify megawatt-scale energy shifts from time series alone? Join FlexTrack 2025, brand new challenge that uses 15-minute building energy data from real sites! 🔗 https://t.co/WJRlMgnxY4 🧵 #SmartGrid

4/ What’s in it for you? 🔬 Advanced multimodal retrieval & reasoning 💰 Chance to win from a cash prize pool of $33,000 🎤 Get recognised at KDD Cup 2025 Join the challenge today! 🔗

3/ CRAG-MM is a benchmark designed for real-world wearable AI: 📷 Real-world images from Ray-Ban Meta glasses 🌍 13 diverse domains (from shopping to landmarks) ❓ 4 question types from simple facts to multi-hop reasoning 🗣️ Multi-turn dialogues to test conversational AI

2/ Why does this matter? Wearables are becoming a part of daily life, acting as AI assistants but still struggle with accuracy, context, and reasoning. Multimodal retrieval-augmented generation (RAG) can change that. 🧐

1/ Imagine walking through a city, asking your AI glasses, “What’s this building?” & instantly getting accurate, real-time information. 📍 No hallucinations. No misinformation. Just facts. 🚀 That’s what the Meta CRAG-MM Challenge aims to build. 🔗

⏳Warm-up round is now live! 🕹️Change the way people game by building NPCs that come alive 👇 https://t.co/qrqtNK2MNj

🌟 Highlights: 1 .GPU & API tracks 2. $20,000 Prize Pool 3. Part of Wordplay Workshop at EMNLP 2025 4. Build on PeaCoK ACL'23 Outstanding Paper

🛠️ Your Mission: 1. Design AI-driven dialogues with immersive context 2. Enable NPCs to execute in-game tasks seamlessly 3. Combine both to revolutionise gaming experiences

🎮 You're exploring your favourite RPG city. The blacksmith greets you, remembers you saved his life recommends a customised weapon upgrade. Build better NPCs that respond naturally, adapt dynamically, and recall your actions.👇 https://t.co/Hdgs2IJkPC

5/ 🔗 Sign up today: https://t.co/KoNiLCzskh 🌟 Let’s pave the way for smarter, greener buildings—together. Join the challenge now!

4/ 💡 What’s in it for you? - Total prize pool: $20,000 AUD 🏆 - Travel grants to present your work 🌏 - Be part of a global movement for sustainability 💚

3/ Your mission: Classify time-series data from real buildings using the Brick schema. Solve the puzzle of standardising building data and unlock smarter, more efficient, greener buildings. 🛠️🌱

2/ Buildings consume 30% of global energy, but managing their data is chaotic and costly. Inconsistent formats slow down energy-efficient solutions. We need a breakthrough. That’s where YOU come in. 🚀

1/ 💡🏢 New Challenge Alert: Join the Brick by Brick: Automating Building Data Classification Challenge and tackle one of the biggest hurdles in sustainable building tech - automated building data classification. 📷 Join now:

7/ 💡 Ready to build? Sign up now and take part in the Sounding Video Generation Challenge 2024. https://t.co/HZHaI4JLw5 #AI #ML #SVGChallenge2024

6/ 🗓 Key Dates: Warmup Round: 29th Oct 2024 Phase I: 2nd Dec 2024 Phase II: 3rd Jan 2025 Challenge End: 25th Mar 2025 Join the warmup round and get early access to the dataset! 👇 https://t.co/HZHaI4JLw5

5/ Why Join? 🎯 Solve an exciting and unexplored challenge in audio-visual genAI 🎥 Access exclusive Sony datasets & baselines. 🏆 Compete for $35,000 in prizes & gain recognition in the AI community.