activity
20182026
most citedDiscriminator Contrastive Divergence: Semi-Amortized Generative Modeling by Exploring Energy of the Discriminator

9 citations · 22 across the 21 of their papers we have counts for

collaborators

21 papers

cs.LG2026

Spectral Rewiring for Exploration, Purification, and Model Merging

Zhilong Zhang, Hongli Yu, Huan-ang Gao +5

Reinforcement learning has become a standard post-training recipe for large language models, but dense full-parameter updates create two deployment-relevant bottlenecks: suppressed…

cs.CL2026

Improved Large Language Diffusion Models

Shen Nie, Qiyang Min, Shaoxuan Xu +7

Modern large language models are predominantly trained with autoregressive factorization and causal attention. We present \emph{iLLaDA}, an 8B masked diffusion language model train…

cs.CV2026

STAC: Plug-and-Play Spatio-Temporal Aware Cache Compression for Streaming 3D Reconstruction

Runze Wang, Yuxuan Song, Youcheng Cai +1

Online 3D reconstruction from streaming inputs requires both long-term temporal consistency and efficient memory usage. Although causal variants of VGGT address this challenge thro…

cs.CL2026

Stable-DiffCoder: Pushing the Frontier of Code Diffusion Large Language Model

Chenghao Fan, Wen Heng, Bo Li +6

Diffusion-based language models (DLLMs) offer non-sequential, block-wise generation and richer data reuse compared to autoregressive (AR) models, but existing code DLLMs still lag…

cs.LG2026

Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space

Xingwei Qu, Shaowen Wang, Zihao Huang +16

Large Language Models (LLMs) apply uniform computation to all tokens, despite language exhibiting highly non-uniform information density. This token-uniform regime wastes capacity…

cs.CV2025

InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue

Wenwen Tong, Hewei Guo, Dongchuan Ran +23

We introduce InteractiveOmni, a unified and open-source omni-modal large language model for audio-visual multi-turn interaction, ranging from 4B to 8B parameters, designed to lead…