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Is Decentralized LLM Agent RL Robust to Heterogeneity? An Asymmetric Tale

Canyu Chen, Kangyu Zhu, Zhaorun Chen, Zhanhui Zhou and 5 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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strict 1/5
78%Highly rated
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DC-SAE: Deep Compression Semantic Autoencoder for Faster Diffusion Convergence

DC-SAE combines semantic and pixel-level encoders to achieve 32x compression with high fidelity and faster diffusion convergence. It achieves 29.79 PSNR and 3.37 gFID on ImageNet 512x512, outperforming prior high-compression tokenizers by large margins.

Xu Huang, Ye Huang, Zijun Liao, Yuwei Niu and 5 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 42 on Hugging Face · Code ★ 18

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11/20 AI panelreviewers recommend it

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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 1/5