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🔧 Systems-level optimizations for LLM serving
Efficient Differentially Private Fine-Tuning of LLMs via Reinforcement Learning
arxiv.org·3d
✨Model optimizations in LLMs
Optimizing LLMs for Performance and Accuracy with Post-Training Quantization
developer.nvidia.com·3d
🔢Quantization of LLMs
LoRA-PAR: A Flexible Dual-System LoRA Partitioning Approach to Efficient LLM Fine-Tuning
arxiv.org·5d
🧠Large Language Models (LLMs)
Large Language Model Powered Automated Modeling and Optimization of Active Distribution Network Dispatch Problems
arxiv.org·4d
⚙️AI Infrastructure Automation
Data Leakage and Redundancy in the LIT-PCBA Benchmark
arxiv.org·4d
📊AI Performance Profiling
TRIDENT: Benchmarking LLM Safety in Finance, Medicine, and Law
arxiv.org·4d
🚀LLM serving frameworks
Federated Distributionally Robust Optimization with Non-Convex Objectives: Algorithm and Analysis
arxiv.org·3d
✨Model optimizations in LLMs
Adaptive Cluster Collaborativeness Boosts LLMs Medical Decision Support Capacity
arxiv.org·4d
🧠Large Language Models (LLMs)
LENS: Learning Ensemble Confidence from Neural States for Multi-LLM Answer Integration
arxiv.org·2d
🧠Large Language Models (LLMs)
LLM-Crowdsourced: A Benchmark-Free Paradigm for Mutual Evaluation of Large Language Models
arxiv.org·3d
🧠Large Language Models (LLMs)
Vulnerability Mitigation System (VMS): LLM Agent and Evaluation Framework for Autonomous Penetration Testing
arxiv.org·4d
🤖Agents using LLMs
Using Scaling Laws for Data Source Utility Estimation in Domain-Specific Pre-Training
arxiv.org·3d
📊AI Performance Profiling
RePaCA: Leveraging Reasoning Large Language Models for Static Automated Patch Correctness Assessment
arxiv.org·3d
📊AI Performance Profiling
GSFusion:Globally Optimized LiDAR-Inertial-Visual Mapping for Gaussian Splatting
arxiv.org·2d
✨Model optimizations in LLMs
Morph: ChirpTransformer-based Encoder-decoder Co-design for Reliable LoRa Communication
arxiv.org·3d
🔢Quantization of LLMs
LLM4VV: Evaluating Cutting-Edge LLMs for Generation and Evaluation of Directive-Based Parallel Programming Model Compiler Tests
arxiv.org·4d
🧠Large Language Models (LLMs)
Enabling Few-Shot Alzheimer's Disease Diagnosis on Tabular Biomarker Data with LLMs
arxiv.org·2d
🧠Large Language Models (LLMs)
Tractable Responsibility Measures for Ontology-Mediated Query Answering
arxiv.org·2d
🧠Large Language Models (LLMs)
SLA-Centric Automated Algorithm Selection Framework for Cloud Environments
arxiv.org·4d
⚙️AI Infrastructure Automation
Tropical solution of discrete best approximation problems
arxiv.org·3d
✨Model optimizations in LLMs
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