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SpecDiff-2: Scaling Diffusion Drafter Alignment For Faster Speculative Decoding
Jacob K. Christopher*, Jameson Sandler*, Thomas Hartvigsen, Ferdinando Fioretto
MLSys 2026
ORAL
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Constrained Diffusion for Protein Design with Hard Structural Constraints
Jacob K. Christopher, Austin Seamann, Jingyi Cui, Sagar Khare, Ferdinando Fioretto
ICLR 2026
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Training-Free Constrained Generation With Stable Diffusion Models
Jacob K. Christopher*, Stefano Zampini*, Luca Oneto, Tal Ben-Nun, Davide Anguita, Ferdinando Fioretto
NeurIPS 2025
Spotlight
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Constrained Discrete Diffusion
Jacob K. Christopher*, Michael Cardei*, Thomas Hartvigsen, Brian R. Bartoldson, Bhavya Kailkhura, Ferdinando Fioretto
NeurIPS 2025
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Neuro-Symbolic Generative Diffusion Models for Physically Grounded, Robust, and Safe Generation
Jacob K. Christopher, Michael Cardei, Jinhao Liang, Ferdinando Fioretto
NeuS 2025
ORAL
DARPA Disruptive Idea Award
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Simultaneous Multi-Robot Motion Planning with Projected Diffusion Models
Jinhao Liang, Jacob K. Christopher, Sven Koenig, Ferdinando Fioretto
ICML 2025
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Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion
Jacob K. Christopher, Brian R. Bartoldson, Tal Ben-Nun, Michael Cardei, Bhavya Kailkhura, Ferdinando Fioretto
NAACL 2025
ORAL
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Constrained Synthesis with Projected Diffusion Models
Jacob K. Christopher, Stephen Baek, Ferdinando Fioretto
NeurIPS 2024
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Learning Joint Models of Prediction and Optimization
James Kotary, Vincenzo Di Vito Francesco, Jacob K. Christopher, Pascal Van Hentenryck, Ferdinando Fioretto
ECAI 2024