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Skip Connections in Transformer Models

This post is divided into three parts; they are: • Why Skip Connections are Needed...

Single Word Change is All You Need: Using LLMs to Create Synthetic Training Examples for Text Classifiers

arXiv:2401.17196v3 Announce Type: replace Abstract: In text classification, creating an adversarial example means subtly perturbing...

SINAI at eRisk@CLEF 2025: Transformer-Based and Conversational Strategies for Depression Detection

arXiv:2509.19861v1 Announce Type: new Abstract: This paper describes the participation of the SINAI-UJA team in...

Simulated Reasoning is Reasoning

arXiv:2601.02043v1 Announce Type: cross Abstract: Reasoning has long been understood as a pathway between stages...

SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis

arXiv:2505.16834v3 Announce Type: replace Abstract: Retrieval-augmented generation (RAG) systems have advanced large language models (LLMs)...

Similarity-Distance-Magnitude Activations

arXiv:2509.12760v2 Announce Type: replace-cross Abstract: We introduce the Similarity-Distance-Magnitude (SDM) activation function, a more robust...

SignX: Continuous Sign Recognition in Compact Pose-Rich Latent Space

arXiv:2504.16315v3 Announce Type: replace-cross Abstract: The complexity of sign language data processing brings many challenges...

SignRAG: A Retrieval-Augmented System for Scalable Zero-Shot Road Sign Recognition

arXiv:2512.12885v1 Announce Type: cross Abstract: Automated road sign recognition is a critical task for intelligent...

Sigmoid vs ReLU Activation Functions: The Inference Cost of Losing Geometric Context

A deep neural network can be understood as a geometric system, where each layer reshapes...

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