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Hugging Face Daily Papers4d ago

Explaining the Roles of Experts in Mixture-of-Experts LLMs for Personalization

AI Models Can Provably Hide Arbitrary Capabilities

Hugging Face Daily Papers4d ago

Behavioral Compositionality of Sparse Autoencoder Representations

Hugging Face Daily Papers5d ago

Sparse Autoencoders Are a Shared Coordinate System for Symbolic Matching

DICL-Qwen3VL: Decoupled Confidence Calibration for Interpretable Workwear Detection

Decomposing Brain-LLM Alignment with Interpretable Semantic Representations

Hugging Face Daily Papers7d ago

The Agent Knew: Internal States Forecast Unauthorized Actions and Stop Them, and the Lies That Follow

TransNSNet: A Transformer-Enhanced Multi-Scale Adversarial Framework for CT-to-PET Image Synthesis

Anisotropic Representation Dynamics in Transformers

Logic-Guided Graph Denoising Diffusion Models

Spurious Attention Heads in Vision Transformers: Mechanistic Identification of Annotation-Driven Bias in Medical Chest X-Ray Analysis

Data-Efficient Classifier Pretraining Through Diffusion Models

When Does Uncertainty Measure RAG Hallucination Risk?

Learning to Be Guided: Shaping Latent Geometry for Classifier-Free Guidance

Learning, Compression, and Meta-Complexity

Sparse Transformer: a Controlled Testbed for Mechanistic Interpretability

ReState: Noise-Level-Aware State Correction for Training-Free Object Removal in Few-Step Diffusion Models

OrionMoE-v1.0: A Mixture-of-Experts Foundation Model for Tabular In-Context Learning

MAEM: Mitigating Recency Bias via a Replay-Free, Capacity-Controlled Dynamic Mixture of Experts for Class-Incremental Graph Learning

Why don't Graph Transformers attend to the same token?

Denoising Score Matching in Diffusion Models: The Effect of Rank Constraints on Generalization

Bytes to Threats: Byte-Sequence Transformer For Malware Detection

MIST: Multi-Scale Spatial Context for Gene Expression Prediction from Histology

Learning Source Structure: Bayesian Prediction with Transformers

Purify Before You Align: Improving Representation Alignment for Diffusion Models

Spectral-Spatial Interpretation

Neural Dimensional Analysis: Foundations of Dimensionless and Scale-Consistent Computation

From Adults to Children: Benchmarking Foundation Models for Chest X-Ray Classification under Domain Shift

FlashAttention with Statistics: Low-Overhead Attention Features for Compact Hallucination Detectors

Event-Centric Earthquake Monitoring with a Multi-Station Transformer

Measure Neural Mappings

HybridDualPathNet: Cross-Fusion Attention of EfficientNetV2 and Swin Transformer for Brain MRI Classification of Alzheimer's and Parkinson's Disease

Gluing Local Contexts into Global Meaning: A Sheaf-Theoretic Decomposition of Transformer Representations

Loss Curvature as a Sampling-Free Proxy for Memorization in Diffusion Models

Discrete Diffusion Models are Minimax Optimal Under Sparsity

Minimax rates for pointwise CATE estimation: the role of design smoothness

DTA-GT: Direction- and Topology-Aware Graph Transformer for Neural Network Representation Learning

Hugging Face Daily Papers13d ago

U-Space: Uncovering When and Why Uncertainty Arises in Language Models

Rarity Determines Minimax Rates of Semantic Entropy From Weak Pairwise Judgments With a Known Channel

Gray-Box Hallucination Detection in LLMs with Token Identities

Discovering Undisclosed Concepts in LoRA Adapters for Diffusion-Based AIGC Models

Learning Individual Scientific Taste with Privileged Hindsight Distillation

Hugging Face Daily Papers5d ago

Diminishing Returns of Data in Sparse Autoencoders: Functional Behavior does not Guarantee Feature Reproducibility

Are You Reading the Right Thing? Rethinking Internal Signals for Prompt-Injection Detection

An Explainable System for Offensive Content Detection in Nastaliq Urdu: Corpus Curation, Transformer Benchmarking, and Word-Level Attribution

Reasoning for Propaganda Detection via Label-Guided CoT Optimisation

DRanker: A Transformer-Based Multi-Task Ranking Model for the Disney+ Homepage

TRACER: Trace-Regularized Training Against Indirect Prompt Injection