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consistency models

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Tencent Cloud Developer
Tencent Cloud Developer
Mar 25, 2025 · Artificial Intelligence

Knowledge Distillation in Diffusion Models: Techniques and Applications

The article explains how knowledge distillation transfers capabilities from large to smaller diffusion models, covering hard and soft labels, temperature scaling, and contrasting it with data distillation, while detailing techniques such as consistency models, progressive distillation, adversarial distillation, and adversarial post‑training for model compression and step reduction.

adversarial post-trainingadversarial trainingconsistency models
0 likes · 19 min read
Knowledge Distillation in Diffusion Models: Techniques and Applications
IT Architects Alliance
IT Architects Alliance
Apr 22, 2022 · Databases

Understanding Distributed Transactions, Consistency Models, Sharding, and Commit Protocols

This article explains the fundamentals of distributed transactions, the ACID properties, various consistency models, database sharding strategies, and the two‑phase, three‑phase, and TCC commit protocols, while also discussing CAP, BASE, and practical challenges in large‑scale systems.

ACIDCAPSharding
0 likes · 22 min read
Understanding Distributed Transactions, Consistency Models, Sharding, and Commit Protocols
Top Architect
Top Architect
Jul 8, 2020 · Fundamentals

Distributed System Characteristics and Solutions for Distributed Transaction Consistency

This article explains the key characteristics of distributed systems, introduces the CAP and BASE theories, compares strong, weak and eventual consistency models, and reviews common distributed transaction solutions such as two‑phase commit, TCC and message‑based approaches, highlighting their trade‑offs and practical considerations.

BASE theoryCAP theoremDistributed Systems
0 likes · 13 min read
Distributed System Characteristics and Solutions for Distributed Transaction Consistency
Architect
Architect
Dec 18, 2015 · Fundamentals

Understanding Distributed Consistency: Importance, Models, and Challenges

The article explains why consistency is essential in distributed systems, describes the CAP theorem, outlines various consistency models such as strong, weak, and eventual consistency, and discusses the trade‑offs between data correctness and system performance.

CAP theoremDistributed Systemsconsistency
0 likes · 9 min read
Understanding Distributed Consistency: Importance, Models, and Challenges