conftrace_

scalable optimization

6 papers

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Co-occurring keywords

resource allocation (251) hyperscale datacenter (1) expression graph (1) constraint decomposition (2) cloud system (2) high-dimensional output (4) agent system (324) decomposition method (13) llm agent (162) natural gradient ascent (2)

Papers

Decouple and Decompose: Scaling Resource Allocation with DeDe OSDI 2025
Divide, Optimize, Merge: Scalable Fine-Grained Generative Optimization for LLM Agents EMNLP 2025
Optimizing Resource Allocation in Hyperscale Datacenters: Scalability, Usability, and Experiences OSDI 2024
Solving Sparse \& High-Dimensional-Output Regression via Compression NIPS 2024
AAAI New Faculty Highlights: General and Scalable Optimization for Robust AI AAAI 2023
d-VMP: Distributed Variational Message Passing PGM 2016