…yielding a difficult-to-control mechanism that can vary across safety-relevant scenarios. At the same time, adapting model behavior through full fine-tuning or retraining is costly, especially when developers need…
…Voice-Prompt Recovery + BUPS for Commercial-Class Indic TTS from a Frozen Non-Indic Base at Zero Commercial-Training-Data Cost Published on Apr 28 Submitted by Venkata Pushpak Teja Menta on…
…Acquiring new data is costly and ethically constrained, motivating generative data augmentation . Current generative methods are often based on latent diffusion models , which operate in learned low dimensional latent spaces to address…
…We further propose an amortized formulation that exploits the affine structure of the loss used in DiffusionNFT, to reduce the per-step cost from K+1 backward passes to near single-reward…
…online reinforcement learning is able to effectively address multi-turn dynamics but is prohibitively expensive due to the cost of generating full correction trajectories at every update, whereas offline supervised fine-tuning…
…AI-generated summary Real-time interactive video generation requires low-latency, streaming, and controllable rollout. Existing autoregressive (AR) diffusion distillation methods have achieved strong results in the chunk-wise 4-step regime…
…Encoding cost stays roughly constant in K instead of scaling with it. Findings. Multi-token helps every diffusion backbone we test, on every benchmark (MS MARCO, TREC DL'19/'20, BEIR-7…
…cost and often breaks acoustic consistency, conversational coherence, and affective continuity across turns. Recent dialogue TTS systems have begun to address this setting, but they still struggle to keep expressive coherence, controllable…
…In a controlled Cityscapes experiment, Uniform Phase Marginalization provides a modest compute-matched advantage over generic shift-based four-forward test-time augmentation (TTA) (+0.31 mean Intersection-over-Union over the…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Interactive video world models generate video chunk by chunk in response to user-controlled camera movements, enabling applications such as real-time game simulation…