Papers

• MegaScale-MoE: Large-Scale Communication-Efficient Training of Mixture-of-Experts Models in Production

  Peking University

  1 author
• The $qs$ Inequality: Quantifying the Double Penalty of Mixture-of-Experts at Inference

  Published on: 2026-03-09 2 authors
• Dynamic Chunking Diffusion Transformer

  Published on: 2026-03-06 6 authors
• AI+HW 2035: Shaping the Next Decade

  Agentrys, Brown University, California Institute of Technology, Carnegie Mellon University, Hewlett Packard Labs, New York University, Princeton University, Stanford University, University at Buffalo, University of California, University of Illinois Urbana-Champaign, University of Pennsylvania, University of Texas

  Published on: 2026-03-05 30 authors
• Parallelization Strategies for Dense LLM Deployment: Navigating Through Application-Specific Tradeoffs and Bottlenecks

  The Pennsylvania State University

  Published on: 2026-03-05 5 authors
• GUI-GENESIS: Automated Synthesis of Efficient Environments with Verifiable Rewards for GUI Agent Post-Training

  Peking University

  Published on: 2026-02-15 1 author
• GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

  Published on: 2026-02-14 1 author
• AdaptEvolve: Improving Efficiency of Evolutionary AI Agents through Adaptive Model Selection

  Indian Institute of Technology Kharagpur

  Published on: 2026-02-12 1 author
• Canzona: A Unified, Asynchronous, and Load-Balanced Framework for Distributed Matrix-based Optimizers

  Published on: 2026-02-04 1 author
• M2XFP: A Metadata-Augmented Microscaling Data Format for Efficient Low-bit Quantization

  Shanghai Jiao Tong University

  Published on: 2026-01-28 1 author
• Zebra-Llama: Towards Extremely Efficient Hybrid Models

  Published on: 2026-01-20 1 author
• Power Aware Dynamic Reallocation For Inference

  Published on: 2026-01-18 1 author
• AIE4ML: An End-to-End Framework for Compiling Neural Networks for the Next Generation of AMD AI Engines

  Institute of Physics Belgrade

  Published on: 2026-01-09 1 author
• CD4LM: Consistency Distillation and aDaptive Decoding for Diffusion Language Models

  Princeton University

  Published on: 2026-01-05 1 author
• CXL-SpecKV: A Disaggregated FPGA Speculative KV-Cache for Datacenter LLM Serving

  Columbia University, Yale University

  Published on: 2025-12-11 2 authors
• SparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning

  University of Illinois Urbana-Champaign

  Published on: 2025-10-12 1 author
• Efficient and Adaptable Overlapping for Computation and Communication via Signaling and Reordering

  Tsinghua University

  Published on: 2025-10-09 1 author
• APRIL: Active Partial Rollouts in Reinforcement Learning to Tame Long-tail Generation

  Carnegie Mellon University

  Published on: 2025-09-26 1 author
• Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks

  Published on: 2025-07-31 1 author
• Agent Laboratory: Using LLM Agents as Research Assistants

  ETH Zurich

  Published on: 2025-06-17 1 author
• Agent Laboratory: Using LLM Agents as Research Assistants

  Johns Hopkins University, Swiss Federal Institute of Technology in Zurich

  Published on: 2025-01-08 10 authors