Oct 6, 2026 · Industry Insights

Is CS Academia Dead? AI PhDs Face Existential Crisis as Foundation Models Reshape Research

UT Austin PhD student Cao Jin questions whether computer science academia is obsolete as foundation models absorb specialized research, arguing that incremental SOTA-chasing papers are becoming obsolete and researchers must either join industry to build models or pivot to fundamental science like mechanistic interpretability.

AI ResearchFoundation ModelsPhD career

0 likes · 9 min read

Is CS Academia Dead? AI PhDs Face Existential Crisis as Foundation Models Reshape Research

AI Algorithm Path

Nov 1, 2025 · Artificial Intelligence

Deep Dive into Vision Transformer Patch Embedding Mechanisms

This article explains how Vision Transformers convert images into patch embeddings, compares flattening versus convolutional approaches, discusses position and CLS tokens, analyzes the effect of patch size, explores pixel‑level tokens, and contrasts ViT’s inductive bias with CNNs.

ConvolutionPatch Embeddingcomputer vision

0 likes · 10 min read

Deep Dive into Vision Transformer Patch Embedding Mechanisms