⚙️ MLOps - jinkai_lau · Scour

Incompressible Knowledge Probes: Estimating Black-Box LLM Parameter Counts via Factual Capacity 🧠LLMs

arxiv.org·3d·Hacker News

FlowBot: Inducing LLM Workflows with Bilevel Optimization and Textual Gradients 🧠LLMs

CGU-ILALab at FoodBench-QA 2026: Comparing Traditional and LLM-based Approaches for Recipe Nutrient Estimation 🧠LLMs

RaMP: Runtime-Aware Megakernel Polymorphism for Mixture-of-Experts 🔬AI Research

Identifying the Achilles' Heel: An Iterative Method for Dynamically Uncovering Factual Errors in Large Language Models 🧠LLMs

Scalable Inference Architectures for Compound AI Systems: A Production Deployment Study 🤖AI Engineering

Benchmarking the Safety of Large Language Models for Robotic Health Attendant Control 🛡️AI Safety

Stabilizing Efficient Reasoning with Step-Level Advantage Selection 🔬AI Research

Unifying Runtime Monitoring Approaches for Safety-Critical Machine Learning: Application to Vision-Based Landing 🛡️AI Safety

Prediction-powered Inference by Mixture of Experts 🔬AI Research

Parameter Efficiency Is Not Memory Efficiency: Rethinking Fine-Tuning for On-Device LLM Adaptation 🧠LLMs

ScaleBox: Enabling High-Fidelity and Scalable Code Verification for Large Language Models ✅Formal Verification

PAINT: Partial-Solution Adaptive Interpolated Training for Self-Distilled Reasoners 🧠LLMs

Feasible-First Exploration for Constrained ML Deployment Optimization in Crash-Prone Hierarchical Search Spaces 🤖AI Engineering

LLM Psychosis: A Theoretical and Diagnostic Framework for Reality-Boundary Failures in Large Language Models 🧠LLMs

Continual Calibration: Coverage Can Collapse Before Accuracy in Lifelong LLM Fine-Tuning 🧠LLMs

Energy-Efficient Plant Monitoring via Knowledge Distillation 🗄️Vector Databases

EdgeFM: Efficient Edge Inference for Vision-Language Models 🔎AI Interpretability

Optimization of Model Splitting, Placement, and Chaining for Multi-hop Split Learning and Inference 🧠LLMs

Progressive Semantic Communication for Efficient Edge-Cloud Vision-Language Models 🌍Edge Computing

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