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05/24/2023
Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective
Recent studies have discovered that Chain-of-Thought prompting (CoT) can...
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03/08/2023
Enhanced Sliding Window Superposition Coding for Industrial Automation
The introduction of 5G has changed the wireless communication industry. ...
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02/14/2023
A Complete Expressiveness Hierarchy for Subgraph GNNs via Subgraph Weisfeiler-Lehman Tests
Recently, subgraph GNNs have emerged as an important direction for devel...
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01/23/2023
Rethinking the Expressive Power of GNNs via Graph Biconnectivity
Designing expressive Graph Neural Networks (GNNs) is a central topic in ...
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10/04/2022
Rethinking Lipschitz Neural Networks for Certified L-infinity Robustness
Designing neural networks with bounded Lipschitz constant is a promising...
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10/24/2021
Non-convex Distributionally Robust Optimization: Non-asymptotic Analysis
Distributionally robust optimization (DRO) is a widely-used approach to ...
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10/13/2021
Boosting the Certified Robustness of L-infinity Distance Nets
Recently, Zhang et al. (2021) developed a new neural network architectur...
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02/10/2021
Towards Certifying ℓ_∞ Robustness using Neural Networks with ℓ_∞-dist Neurons
It is well-known that standard neural networks, even with a high classif...
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10/05/2020