Matias Valdenegro-Toro
8 papers · 2025–2026 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Silver
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Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(23)
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Rising Star
(8)
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Prolific Year · Productive
Top co-authors
Research topics
Machine Learning
(6)
Learning Types · Machine Learning
(6)
Deep Learning
(5)
Natural Language Processing
(3)
Applications
(2)
Core Methods
(2)
Learning Types · Deep Learning
(2)
Models
(2)
Optimization & Theory
(2)
Artificial Intelligence
(1)
Computer Vision
(1)
Speech & Audio
(1)
Architectures
(1)
Core AI
(1)
Domain-Specific
(1)
Keywords
monte carlo dropout
(2)
ensemble learning
(2)
sentiment analysis
(1)
uncertainty quantification
(1)
natural language inference
(1)
question answering
(1)
cross-lingual embedding
(1)
image corruption
(1)
information retrieval
(1)
text summarization
(1)
confidence calibration
(1)
automatic speech recognition
(1)
document representation
(1)
distribution shift
(1)
large multimodal model
(1)
named entity recognition
(1)
vision-language model
(1)
uncertainty estimation
(1)
temperature scaling
(1)
natural language processing
(1)
Papers
YieldSAT: A Multimodal Benchmark Dataset for High-Resolution Crop Yield Prediction
CVPR 2026
Confidence Calibration in Large Language Model-Based Entity Matching
EMNLP 2025
Cross-Lingual Document Recommendations with Transformer-Based Representations: Evaluating Multilingual Models and Mapping Techniques
COLING 2025
Difficulty Estimation in Natural Language Tasks with Action Scores
NAACL 2025
Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models
NAACL 2025
Overcoming Data Scarcity in Multi-Dialectal Arabic ASR via Whisper Fine-Tuning
Interspeech 2025
Saarland-Groningen at NADI 2025 Shared Task: Effective Dialectal Arabic Speech Processing under Data Constraints
EMNLP 2025
Uncertainty in Semantic Language Modeling with PIXELS
EMNLP 2025