Arber Zela
13 papers · 2019–2025 · 4 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (24) 🐣 Hot Topic Early Bird 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver
🤝
Dynamic Duo
(13)
❓
The Questioner
💎
Century Club · Bronze
Venues
Top co-authors
Research topics
Machine Learning
(12)
Optimization & Theory · Machine Learning
(10)
Deep Learning
(9)
Learning Types
(5)
Techniques
(5)
Artificial Intelligence
(4)
Application Areas
(4)
Architectures
(3)
Core AI
(3)
Optimization & Theory · Deep Learning
(3)
Mathematics & Optimization
(2)
Core Methods
(2)
Optimization
(2)
Computer Vision
(1)
Natural Language Processing
(1)
Keywords
neural architecture search
(10)
surrogate model
(4)
multi-objective optimization
(3)
hyperparameter optimization
(3)
search space
(2)
weight sharing
(2)
uncertainty estimation
(2)
hardware metric
(2)
language model
(1)
diversity regularization
(1)
sequence modeling
(1)
ensemble method
(1)
hyperparameter search
(1)
dataset shift
(1)
hyperparameter tuning
(1)
computational cost
(1)
bayesian optimization
(1)
pareto front
(1)
disparity estimation
(1)
one-shot learning
(1)
Papers
Multi-objective Differentiable Neural Architecture Search
ICLR 2025
Regularized Neural Ensemblers
AutoML 2025
Unlocking State-Tracking in Linear RNNs Through Negative Eigenvalues
ICLR 2025
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models
NeurIPS 2024
JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search
NeurIPS 2022
NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy
ICLR 2022
NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies
NeurIPS 2022
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks
ICLR 2022
How Powerful are Performance Predictors in Neural Architecture Search?
NeurIPS 2021
Neural Ensemble Search for Uncertainty Estimation and Dataset Shift
NeurIPS 2021
NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search
ICLR 2020
Understanding and Robustifying Differentiable Architecture Search
ICLR 2020
AutoDispNet: Improving Disparity Estimation With AutoML
ICCV 2019