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Model Optimization

To Optimize already existing models in Training/Inferencing tasks.

Papers

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Showing 51–75 of 380 papers

TitleStatusHype
A Physical Coherence Benchmark for Evaluating Video Generation Models via Optical Flow-guided Frame PredictionCode0
Trust-Aware Diversion for Data-Effective Distillation—0
On-device Sora: Enabling Training-Free Diffusion-based Text-to-Video Generation for Mobile DevicesCode2
EdgeMLOps: Operationalizing ML models with Cumulocity IoT and thin-edge.io for Visual quality Inspection—0
MME-Industry: A Cross-Industry Multimodal Evaluation Benchmark—0
Framework for Progressive Knowledge Fusion in Large Language Models Through Structured Conceptual Redundancy Analysis—0
Consolidating TinyML Lifecycle with Large Language Models: Reality, Illusion, or Opportunity?—0
Enhancing Semantic Consistency of Large Language Models through Model Editing: An Interpretability-Oriented Approach—0
Evolutionary Optimization of Physics-Informed Neural Networks: Evo-PINN Frontiers and Opportunities—0
CGMatch: A Different Perspective of Semi-supervised LearningCode1
Effortless Active Labeling for Long-Term Test-Time AdaptationCode0
Beyond Model Scale Limits: End-Edge-Cloud Federated Learning with Self-Rectified Knowledge Agglomeration—0
Optimizing Large Language Models with an Enhanced LoRA Fine-Tuning Algorithm for Efficiency and Robustness in NLP Tasks—0
Mitigating Label Noise using Prompt-Based Hyperbolic Meta-Learning in Open-Set Domain GeneralizationCode0
A Deep Reinforcement Learning Framework for Dynamic Portfolio Optimization: Evidence from China's Stock MarketCode0
Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge DeploymentCode0
Data-Driven Fairness Generalization for Deepfake Detection—0
Developing a Dataset-Adaptive, Normalized Metric for Machine Learning Model Assessment: Integrating Size, Complexity, and Class Imbalance—0
Lossless Model Compression via Joint Low-Rank Factorization Optimization—0
RFSR: Improving ISR Diffusion Models via Reward Feedback LearningCode1
Behavior Backdoor for Deep Learning Models—0
Towards Data-centric Machine Learning on Directed Graphs: a Survey—0
Optimized Conformal Selection: Powerful Selective Inference After Conformity Score OptimizationCode0
MMGenBench: Evaluating the Limits of LMMs from the Text-to-Image Generation PerspectiveCode2
Transforming the Hybrid Cloud for Emerging AI Workloads—0
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