PPaperPicks

Antonio Vergari

University of Edinburgh, UK

16 papers at tracked venues · 11 at CORE A* · active 20242026

Venues

Frequent coauthors

Papers

  1. Can LLMs Compress (and Decompress)? Evaluating Code Understanding and Execution via Invertibility
  2. A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction
  3. Is Complex Query Answering Really Complex?
  4. Logically Consistent Language Models via Neuro-Symbolic Integration
  5. Neurosymbolic Diffusion Models
  6. SEMMA: A Semantic Aware Knowledge Graph Foundation Model
  7. Sum of Squares Circuits
  8. What can Large Language Models Capture about Code Functional Equivalence?
  9. A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts
  10. BEARS Make Neuro-Symbolic Models Aware of their Reasoning Shortcuts
  11. On the Independence Assumption in Neurosymbolic Learning
  12. PIXAR: Auto-Regressive Language Modeling in Pixel Space
  13. Probabilistic Integral Circuits
  14. Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits
  15. Subtractive Mixture Models via Squaring: Representation and Learning
  16. Taming the Sigmoid Bottleneck: Provably Argmaxable Sparse Multi-Label Classification