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Ion Stoica

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Papers (53)

  1. Uncovering Intra-expert Activation Sparsity for Efficient Mixture-of-Expert Model Execution cs.LG · 2026 · author #4
  2. Unleashing Scalable Context Parallelism for Foundation Models Pre-Training via FCP cs.DC · 2026 · author #9
  3. ClawEnvKit: Automatic Environment Generation for Claw-Like Agents cs.AI · 2026 · author #3
  4. UCCL-Zip: Lossless Compression Supercharged GPU Communication cs.DC · 2026 · author #9
  5. Foundry: Template-Based CUDA Graph Context Materialization for Fast LLM Serving Cold Start cs.DC · 2026 · author #5
  6. AI-Driven Research for Databases cs.DB · 2026 · author #8
  7. Combee: Scaling Prompt Learning for Self-Improving Language Model Agents cs.AI · 2026 · author #13
  8. M$^2$RNN: Non-Linear RNNs with Matrix-Valued States for Scalable Language Modeling cs.LG · 2026 · author #3
  9. Flash-KMeans: Fast and Memory-Efficient Exact K-Means cs.DC · 2026 · author #13
  10. Quant VideoGen: Auto-Regressive Long Video Generation via 2-Bit KV-Cache Quantization cs.LG · 2026 · author #14
  11. Continuum: Efficient and Robust Multi-Turn LLM Agent Scheduling with KV Cache Time-to-Live cs.OS · 2025 · author #10
  12. RLBoost: Harvesting Preemptible Resources for Cost-Efficient Reinforcement Learning on LLMs cs.DC · 2025 · author #8
  13. GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning cs.CL · 2025 · author #14
  14. Sparse VideoGen2: Accelerate Video Generation with Sparse Attention via Semantic-Aware Permutation cs.CV · 2025 · author #13
  15. Why Do Multi-Agent LLM Systems Fail? cs.AI · 2025 · author #13
  16. RouteLLM: Learning to Route LLMs with Preference Data cs.LG · 2024 · author #8
  17. LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code cs.SE · 2024 · author #10
  18. Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference cs.AI · 2024 · author #11
  19. SGLang: Efficient Execution of Structured Language Model Programs cs.AI · 2023 · author #9
  20. MemGPT: Towards LLMs as Operating Systems cs.AI · 2023 · author #6
  21. Efficient Memory Management for Large Language Model Serving with PagedAttention cs.LG · 2023 · author #9
  22. Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena cs.CL · 2023 · author #13
  23. Population Based Augmentation: Efficient Learning of Augmentation Policy Schedules cs.CV · 2019 · author #3
  24. Harmonia: Near-Linear Scalability for Replicated Storage with In-Network Conflict Detection cs.DC · 2019 · author #6
  25. Neural Packet Classification cs.NI · 2019 · author #4
  26. Cloud Programming Simplified: A Berkeley View on Serverless Computing cs.OS · 2019 · author #13
  27. The OoO VLIW JIT Compiler for GPU Inference cs.DC · 2019 · author #6
  28. DistCache: Provable Load Balancing for Large-Scale Storage Systems with Distributed Caching cs.DC · 2019 · author #8
  29. AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement Learning cs.PL · 2019 · author #5
  30. Dynamic Space-Time Scheduling for GPU Inference cs.DC · 2018 · author #8
  31. numpywren: serverless linear algebra cs.DC · 2018 · author #6
  32. Learning to Optimize Join Queries With Deep Reinforcement Learning cs.DB · 2018 · author #5
  33. Tune: A Research Platform for Distributed Model Selection and Training cs.LG · 2018 · author #6
  34. Model-Based Value Estimation for Efficient Model-Free Reinforcement Learning cs.LG · 2018 · author #3
  35. NetChain: Scale-Free Sub-RTT Coordination (Extended Version) cs.DC · 2018 · author #8
  36. RLlib: Abstractions for Distributed Reinforcement Learning cs.AI · 2017 · author #9
  37. Ray: A Distributed Framework for Emerging AI Applications cs.DC · 2017 · author #11
  38. A Berkeley View of Systems Challenges for AI cs.AI · 2017 · author #1
  39. DDCO: Discovery of Deep Continuous Options for Robot Learning from Demonstrations cs.RO · 2017 · author #3
  40. Multi-Level Discovery of Deep Options cs.LG · 2017 · author #3
  41. Real-Time Machine Learning: The Missing Pieces cs.DC · 2017 · author #10
  42. Occupy the Cloud: Distributed Computing for the 99% cs.DC · 2017 · author #4
  43. Clipper: A Low-Latency Online Prediction Serving System cs.DC · 2016 · author #6
  44. Fast and Accurate Performance Analysis of LTE Radio Access Networks cs.DC · 2016 · author #2
  45. SparkNet: Training Deep Networks in Spark stat.ML · 2015 · author #3
  46. Asynchronous Complex Analytics in a Distributed Dataflow Architecture cs.DB · 2015 · author #7
  47. GraphX: Unifying Data-Parallel and Graph-Parallel Analytics cs.DB · 2014 · author #6
  48. Coordination Avoidance in Database Systems (Extended Version) cs.DB · 2014 · author #6
  49. Highly Available Transactions: Virtues and Limitations (Extended Version) cs.DB · 2013 · author #6
  50. Shark: SQL and Rich Analytics at Scale cs.DB · 2012 · author #6
  51. Probabilistically Bounded Staleness for Practical Partial Quorums cs.DB · 2012 · author #5
  52. BlinkDB: Queries with Bounded Errors and Bounded Response Times on Very Large Data cs.DB · 2012 · author #5
  53. Faster and More Accurate Sequence Alignment with SNAP cs.DS · 2011 · author #7

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