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AI Frontier Lectures
AI Frontier Lectures
Nov 22, 2025 · Artificial Intelligence

Can Vision Transformers Crack the ARC Puzzle? Introducing VARC

MIT researchers argue that the ARC benchmark is essentially a visual problem and present the Vision ARC (VARC) framework, which reformulates ARC as an image‑to‑image translation task using a Vision Transformer, achieving human‑level accuracy through a novel canvas representation and test‑time training.

ARCImage-to-Image TranslationTest-Time Training
0 likes · 9 min read
Can Vision Transformers Crack the ARC Puzzle? Introducing VARC
Sohu Tech Products
Sohu Tech Products
May 25, 2022 · Mobile Development

Understanding the AutoreleasePool Mechanism in Objective‑C

This article explains how Objective‑C’s AutoreleasePool works under ARC and MRC, covering NSAutoreleasePool, the @autoreleasepool syntax, internal C++ structures, page management, POOL_BOUNDARY handling, nested pools, and the interaction with the run‑loop for timely object release.

ARCAutoreleasePoolMRC
0 likes · 14 min read
Understanding the AutoreleasePool Mechanism in Objective‑C
Kuaishou Frontend Engineering
Kuaishou Frontend Engineering
Aug 30, 2021 · Mobile Development

Why Does NSString Leak in Long‑Running Threads? Exploring ARC and AutoreleasePool

An in‑depth analysis of a memory‑growth issue observed in a Kuaishou live‑stream app reveals how ARC, autorelease pools, and NSString’s class‑cluster implementation interact, why @autoreleasepool blocks resolve the leak, and how compiler optimizations and thread‑local pools affect object release in long‑running C++ threads.

ARCAutoreleasePoolMemory Management
0 likes · 23 min read
Why Does NSString Leak in Long‑Running Threads? Exploring ARC and AutoreleasePool
JD Retail Technology
JD Retail Technology
Nov 28, 2019 · Mobile Development

Understanding iOS Property Modifiers and Common Retain Cycle Scenarios

This article explains iOS property attribute categories, the memory‑related modifiers assign, weak, strong and copy, clarifies why assign can cause dangling pointers while weak does not, and describes typical retain‑cycle cases caused by blocks, NSTimer and delegate misuse along with practical solutions.

ARCMemory ManagementProperty Modifiers
0 likes · 7 min read
Understanding iOS Property Modifiers and Common Retain Cycle Scenarios