Guy Van den Broeck
2 indexed papers
Recent (6 mo)
2With code
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226
Top categories
ML×1AI×1NLP×1
Frequent co-authors
Research Timeline
2026
ProbMoE: Differentiable Probabilistic Routing for Mixture-of-Experts
The paper introduces ProbMoE, a probabilistic routing framework that tackles the non-differentiability of top-$k$ routing in Mixture-of-Experts (MoE) models, achieving strong performance with improved expert utilization.
Mitigating Bias in Locally Constrained Decoding via Tractable Proposals
The paper proposes a novel probabilistic globally constrained decoding (P-GCD) method that efficiently constructs proposals for locally constrained decoding, significantly improving convergence speed and performance compared to existing approaches.
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Papers
cs.LGcs.AIRecentJun 1, 2026
ProbMoE: Differentiable Probabilistic Routing for Mixture-of-Experts
The paper introduces ProbMoE, a probabilistic routing framework that tackles the non-differentiability of top-$k$ routing in Mixture-of-Experts (MoE) models, achieving strong performance with improved…
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cs.CLRecentJun 1, 2026