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Latest submissions in Distributed, Parallel, and Cluster Computing to @arxiv.

Ithaca, NY
Joined January 2024
HPC Papers retweeted
Want to try DeepConf NOW? While our full repo is coming, we just dropped a ready-to-run example in our vLLM (@vllm_project ) PR: github.com/vllm-project/vllm… DeepConf + DeepSeek-R1-8B + BRUMO25 = • 93.3% accuracy (+2.5% boost) • 52.9% fewer tokens generated • 31% faster wall-clock time 🛠️ Feel free to plug in your favorite models & benchmarks based on this example. 💬 Discuss your results/questions in the PR comments!
Introducing DeepConf: Deep Think with Confidence 🚀 First method to achieve 99.9% on AIME 2025 with open-source models! Using GPT-OSS-120B even without tools, we reached this almost-perfect accuracy while saving up to 85% generated tokens. It also delivers many strong advantages for parallel thinking: 🔥 Performance boost: ~10% accuracy across models & datasets ⚡ Ultra-efficient: Up to 85% fewer tokens generated 🔧 Plug & play: Works with ANY existing model - zero training needed (no hyperparameter tuning as well!) ⭐ Easy to deploy: Just ~50 lines of code in vLLM (see PR below) 📚 Paper: arxiv.org/pdf/2508.15260 🌐 Project: jiaweizzhao.github.io/deepco… joint work with: @FuYichao123 , xuewei_wang, @tydsh (see details in the comments below)
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Memory-R1 Another really cool paper showing how RL can enhance an LLM's agentic and memory capabilities. Great read for AI devs. Here are my notes:
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Daniel Arndt, @ORNL, presents their experiences implementing a @SYCLstd backend for the Kokkos abstraction layer @IWOCL
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𝐍𝐚𝐯𝐢𝐠𝐚𝐭𝐢𝐧𝐠 𝐥𝐚𝐫𝐠𝐞 𝐜𝐨𝐦𝐩𝐥𝐞𝐱 𝐜𝐨𝐝𝐞𝐛𝐚𝐬𝐞𝐬 𝐔𝐬𝐢𝐧𝐠 𝐕𝐭𝐮𝐧𝐞 + 𝐱𝐝𝐨𝐭 (or perf + gprof2dot) A short blog post with insights derived from using these tools in the HPC context: pramodkumbhar.com/2024/04/na… #hpc #performance #vtune #xdot #profilers
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Closing the day with an email: [ICS 2024] Accepted submission #48 "A Multi-GPU Communication Profiler .... . More on this later 😀
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