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latent representation

2 articles · Page 1 of 1
Machine Heart
Machine Heart
Aug 8, 2026 · Artificial Intelligence

AURORA‑LM: Continuous‑Latent Diffusion Language Model on Ascend NPU

Researchers from Nanjing University’s PRLab present AURORA‑LM, a continuous‑latent diffusion language model trained on Ascend NPU up to 1 B parameters, detailing its two‑stage architecture, high‑capacity latent design, self‑trajectory consistency loss, and experimental gains over autoregressive and discrete diffusion baselines.

AURORA-LMAscend NPUcontinuous diffusion
0 likes · 10 min read
AURORA‑LM: Continuous‑Latent Diffusion Language Model on Ascend NPU
AIWalker
AIWalker
May 18, 2026 · Artificial Intelligence

ByteDance Teams with He Kaiming to Open‑Source the Continuous Diffusion Language Model Cola DLM

The article analyzes ByteDance's Cola DLM, a fully open‑source continuous diffusion language model that abandons token‑centric generation in favor of latent semantic representations, detailing its architecture, training strategy, scaling stability, and how it compares with the earlier ELF model.

ByteDanceCola DLMcontinuous diffusion
0 likes · 14 min read
ByteDance Teams with He Kaiming to Open‑Source the Continuous Diffusion Language Model Cola DLM