Predict-Then-Optimize by Proxy: Learning Joint Models of Prediction and Optimization. - James Kotary; Vincenzo Di Vito; Jacob Christopher; Pascal Van Hentenryck; Ferdinando Fioretto (CoRR, 2023)

Analyzing and Enhancing the Backward-Pass Convergence of Unrolled Optimization. - James Kotary; Jacob Christopher; My H. Dinh; Ferdinando Fioretto (CoRR, 2023)

Learning Joint Models of Prediction and Optimization. - James Kotary; Vincenzo Di Vito; Jacob Christopher; Pascal Van Hentenryck; Ferdinando Fioretto (ECAI, 2024)

Constrained Synthesis with Projected Diffusion Models. - Jacob K. Christopher; Stephen Baek; Ferdinando Fioretto (NeurIPS, 2024)

Projected Generative Diffusion Models for Constraint Satisfaction. - Jacob K. Christopher; Stephen Baek; Ferdinando Fioretto (CoRR, 2024)

Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion. - Jacob K. Christopher; Brian R. Bartoldson; Bhavya Kailkhura; Ferdinando Fioretto (CoRR, 2024)

Multi-Agent Path Finding in Continuous Spaces with Projected Diffusion Models. - Jinhao Liang; Jacob K. Christopher; Sven Koenig; Ferdinando Fioretto (CoRR, 2024)

Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion. - Jacob K. Christopher; Brian R. Bartoldson; Tal Ben-Nun; Michael Cardei; Bhavya Kailkhura; Ferdinando Fioretto (NAACL (Long Papers), 2025)

Neuro-Symbolic Generative Diffusion Models for Physically Grounded, Robust, and Safe Generation. - Jacob K. Christopher; Michael Cardei; Jinhao Liang; Ferdinando Fioretto (NeuS, 2025)

Simultaneous Multi-Robot Motion Planning with Projected Diffusion Models. - Jinhao Liang; Jacob K. Christopher; Sven Koenig; Ferdinando Fioretto (CoRR, 2025)

Training-Free Constrained Generation With Stable Diffusion Models. - Stefano Zampini; Jacob Christopher; Luca Oneto; Davide Anguita; Ferdinando Fioretto (CoRR, 2025)

Constrained Language Generation with Discrete Diffusion Models. - Michael Cardei; Jacob K. Christopher; Thomas Hartvigsen; Brian R. Bartoldson; Bhavya Kailkhura; Ferdinando Fioretto (CoRR, 2025)