PPaperPicks

Antonio Vergari

University of Edinburgh, UK

16 papers at tracked venues · 11 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0003-0036-5678 ↗Google Scholar ↗Homepage ↗

Venues

NeurIPS ×3AAAI ×2ACL ×2ICLR ×2ICML ×2UAI ×2AISTATS ×1EMNLP ×1NAACL ×1

Frequent coauthors

Emile van Krieken
×4
Andrea Passerini
×3
Lorenzo Loconte
×3
Pasquale Minervini
×3
Stefano Teso
×3
Nickil Maveli
×2
Shay B. Cohen
×2
Paolo Morettin
×2
Bo Xiong
×2
Steffen Staab
×2
Edoardo M. Ponti
×2
Stefan Mengel
×2

Papers

  1. Can LLMs Compress (and Decompress)? Evaluating Code Understanding and Execution via Invertibility
    ACL 2026 ·
    Nickil Maveli
    , Antonio Vergari,
    Shay B. Cohen
  2. A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction
    UAI 2025 ·
    Leander Kurscheidt
    ,
    Paolo Morettin
    ,
    Roberto Sebastiani
    ,
    Andrea Passerini
    , Antonio Vergari
  3. Is Complex Query Answering Really Complex?
    ICML 2025 ·
    Cosimo Gregucci
    ,
    Bo Xiong
    ,
    Daniel Hernández
    ,
    Lorenzo Loconte
    ,
    Pasquale Minervini
    ,
    Steffen Staab
    , Antonio Vergari
  4. Logically Consistent Language Models via Neuro-Symbolic Integration
    ICLR 2025 ·
    Diego Calanzone
    ,
    Stefano Teso
    , Antonio Vergari
  5. Neurosymbolic Diffusion Models
    NeurIPS 2025 ·
    Emile van Krieken
    ,
    Pasquale Minervini
    ,
    Edoardo Maria Ponti
    , Antonio Vergari
  6. SEMMA: A Semantic Aware Knowledge Graph Foundation Model
    EMNLP 2025 ·
    Arvindh Arun
    ,
    Sumit Kumar
    ,
    Mojtaba Nayyeri
    ,
    Bo Xiong
    ,
    Ponnurangam Kumaraguru
    , Antonio Vergari,
    Steffen Staab
  7. Sum of Squares Circuits
    AAAI 2025 ·
    Lorenzo Loconte
    ,
    Stefan Mengel
    , Antonio Vergari
  8. What can Large Language Models Capture about Code Functional Equivalence?
    NAACL 2025 ·
    Nickil Maveli
    , Antonio Vergari,
    Shay B. Cohen
  9. A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts
    NeurIPS 2024 ·
    Samuele Bortolotti
    ,
    Emanuele Marconato
    ,
    Tommaso Carraro
    ,
    Paolo Morettin
    ,
    Emile van Krieken
    , Antonio Vergari,
    Stefano Teso
    ,
    Andrea Passerini
  10. BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts
    UAI 2024 ·
    Emanuele Marconato
    ,
    Samuele Bortolotti
    ,
    Emile van Krieken
    , Antonio Vergari,
    Andrea Passerini
    ,
    Stefano Teso
  11. On the Independence Assumption in Neurosymbolic Learning
    ICML 2024 ·
    Emile van Krieken
    ,
    Pasquale Minervini
    ,
    Edoardo M. Ponti
    , Antonio Vergari
  12. PIXAR: Auto-Regressive Language Modeling in Pixel Space
    ACL 2024 ·
    Yintao Tai
    ,
    Xiyang Liao
    ,
    Alessandro Suglia
    , Antonio Vergari
  13. Probabilistic Integral Circuits
    AISTATS 2024 ·
    Gennaro Gala
    ,
    Cassio P. de Campos
    ,
    Robert Peharz
    , Antonio Vergari,
    Erik Quaeghebeur
  14. Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits
    NeurIPS 2024 ·
    Gennaro Gala
    ,
    Cassio P. de Campos
    , Antonio Vergari,
    Erik Quaeghebeur
  15. Subtractive Mixture Models via Squaring: Representation and Learning
    ICLR 2024 ·
    Lorenzo Loconte
    ,
    Aleksanteri M. Sladek
    ,
    Stefan Mengel
    ,
    Martin Trapp
    ,
    Arno Solin
    ,
    Nicolas Gillis
    , Antonio Vergari
  16. Taming the Sigmoid Bottleneck: Provably Argmaxable Sparse Multi-Label Classification
    AAAI 2024 ·
    Andreas Grivas
    , Antonio Vergari,
    Adam Lopez