@article{diffusionmodelswithadaptivenegativesampl, title = {Diffusion Models with Adaptive Negative Sampling Without External Resources}, author = {Alakh Desai and Nuno Vasconcelos}, year = {2025}, eprint = {2508.02973}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.02973}, }