Umberto Cappellazzo

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upvoted a paper 1 day ago

Dr. SHAP-AV: Decoding Relative Modality Contributions via Shapley Attribution in Audio-Visual Speech Recognition

Paper • 2603.12046 • Published 2 days ago • 1

upvoted a paper 5 days ago

Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders

Paper • 2603.06569 • Published 8 days ago • 104

upvoted an article 8 days ago

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Article

Mixture of Experts (MoEs) in Transformers

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17 days ago

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132

upvoted 2 papers 4 months ago

Uni-MoE-2.0-Omni: Scaling Language-Centric Omnimodal Large Model with Advanced MoE, Training and Data

Paper • 2511.12609 • Published Nov 16, 2025 • 105

Omni-AVSR: Towards Unified Multimodal Speech Recognition with Large Language Models

Paper • 2511.07253 • Published Nov 10, 2025 • 3

upvoted 6 papers 5 months ago

Concerto: Joint 2D-3D Self-Supervised Learning Emerges Spatial Representations

Paper • 2510.23607 • Published Oct 27, 2025 • 179

Mitigating Attention Sinks and Massive Activations in Audio-Visual Speech Recognition with LLMS

Paper • 2510.22603 • Published Oct 26, 2025 • 3

The Art of Scaling Reinforcement Learning Compute for LLMs

Paper • 2510.13786 • Published Oct 15, 2025 • 32

QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

Paper • 2510.11696 • Published Oct 13, 2025 • 181

MoME: Mixture of Matryoshka Experts for Audio-Visual Speech Recognition

Paper • 2510.04136 • Published Oct 5, 2025 • 4

Efficient Multi-modal Large Language Models via Progressive Consistency Distillation

Paper • 2510.00515 • Published Oct 1, 2025 • 42

upvoted 2 papers 6 months ago

Qwen3-Omni Technical Report

Paper • 2509.17765 • Published Sep 22, 2025 • 149

ScaleCUA: Scaling Open-Source Computer Use Agents with Cross-Platform Data

Paper • 2509.15221 • Published Sep 18, 2025 • 111

upvoted 2 papers 8 months ago

Mixture-of-Recursions: Learning Dynamic Recursive Depths for Adaptive Token-Level Computation

Paper • 2507.10524 • Published Jul 14, 2025 • 72

Perception-Aware Policy Optimization for Multimodal Reasoning

Paper • 2507.06448 • Published Jul 8, 2025 • 48

upvoted 2 papers 10 months ago

GraLoRA: Granular Low-Rank Adaptation for Parameter-Efficient Fine-Tuning

Paper • 2505.20355 • Published May 26, 2025 • 36

Scaling and Enhancing LLM-based AVSR: A Sparse Mixture of Projectors Approach

Paper • 2505.14336 • Published May 20, 2025 • 3

upvoted 2 papers about 1 year ago

Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Paper • 2503.06749 • Published Mar 9, 2025 • 31

Adaptive Audio-Visual Speech Recognition via Matryoshka-Based Multimodal LLMs

Paper • 2503.06362 • Published Mar 9, 2025 • 3

upvoted a paper about 2 years ago

GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection

Paper • 2403.03507 • Published Mar 6, 2024 • 189