Can Vision-Language Models Predict Future States? Bootstrapping World Models from Inverse Dynamics
Author(s):
Yifu Qiu, Yftah Ziser, Anna Korhonen, Shay B. Cohen, Edoardo M. Ponti
Published in:
Proceedings of the 65th Annual Meeting of the Association for Computational Linguistics, 2026
Publisher:
Association for Computational Linguistics
Neurosymbolic Diffusion Models
Author(s):
Emile van Krieken, Pasquale Minervini, Edoardo M. Ponti, Antonio Vergari
Published in:
The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025
Publisher:
Curran Associates
Universal Cross-Tokenizer Distillation via Approximate Likelihood Matching
Author(s):
Benjamin Minixhofer, Ivan Vulić, Edoardo Ponti
Published in:
The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025
Publisher:
Curran Associates
The sparse frontier: Sparse attention trade-offs in Transformer LLMs
Author(s):
Piotr Nawrot, Robert Li, Renjie Huang, Sebastian Ruder, Kelly Marchisio, Edoardo M. Ponti
Published in:
Proceedings of the 65th Annual Meeting of the Association for Computational Linguistics, 2026
Publisher:
Association for Computational Linguistics
Inference-Time Hyper-Scaling with KV Cache Compression
Author(s):
Adrian Łańcucki ~Adrian_Łańcucki1 , Konrad Staniszewski, Piotr Nawrot, Edoardo M. Ponti
Published in:
The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025
Publisher:
Curran Associates
