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Learning from Self Critique and Refinement for Faithful LLM Summarization

arXiv:2512.05387v1 Announce Type: new Abstract: Large Language Models (LLMs) often suffer from hallucinations: output content...

Learning Dynamic Representations and Policies from Multimodal Clinical Time-Series with Informative Missingness

arXiv:2604.21235v1 Announce Type: cross Abstract: Multimodal clinical records contain structured measurements and clinical notes recorded...

Learn the Ropes, Then Trust the Wins: Self-imitation with Progressive Exploration for Agentic Reinforcement Learning

arXiv:2509.22601v3 Announce Type: replace-cross Abstract: Reinforcement learning (RL) is the dominant paradigm for sharpening strategic...

Learn and Unlearn: Addressing Misinformation in Multilingual LLMs

arXiv:2406.13748v3 Announce Type: replace Abstract: This paper investigates the propagation of harmful information in multilingual...

Lean4: How the theorem prover works and why it’s the new competitive edge in AI

Large language models (LLMs) have astounded the world with their capabilities, yet they remain plagued...

LeakDojo: Decoding the Leakage Threats of RAG Systems

arXiv:2605.05818v1 Announce Type: cross Abstract: Retrieval-Augmented Generation (RAG) enables large language models (LLMs) to leverage...

LayerNorm and RMS Norm in Transformer Models

This post is divided into five parts; they are: • Why Normalization is Needed in...

Layered Insights: Generalizable Analysis of Authorial Style by Leveraging All Transformer Layers

arXiv:2503.00958v2 Announce Type: replace Abstract: We propose a new approach for the authorship attribution task...

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation

arXiv:2508.10404v1 Announce Type: new Abstract: With the rapid proliferation of Natural Language Processing (NLP), especially...

Layer-wise Minimal Pair Probing Reveals Contextual Grammatical-Conceptual Hierarchy in Speech Representations

arXiv:2509.15655v1 Announce Type: new Abstract: Transformer-based speech language models (SLMs) have significantly improved neural speech...

Latent Visual Reasoning

arXiv:2509.24251v1 Announce Type: cross Abstract: Multimodal Large Language Models (MLLMs) have achieved notable gains in...

Latent learning: episodic memory complements parametric learning by enabling flexible reuse of experiences

arXiv:2509.16189v3 Announce Type: replace-cross Abstract: When do machine learning systems fail to generalize, and what...

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