Hierarchical Optimization on large models. by Nisha Ann Viswan (20371285)

Final delivery routes for the large-scale instance. by Yingbo Mao (22522192)

Several loop patterns found in binary code. by Alba Pedro-Zapater (8600382)

Steps involved in genetic algorithm for feature selection. by Mohd Sakib (20565228)

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Actual vs predicted net demand for all three models. by Mohd Sakib (20565228)

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Proposed Algorithm. by Hend Bayoumi (22693738)

“…Hence, an Energy-Harvesting Reinforcement Learning-based Offloading Decision Algorithm (EHRL) is proposed. …”

Overall workflow diagram of the proposed model. by Mohd Sakib (20565228)

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Flow chart of simplex search algorithm. by Xin Wen (470639)

“…This model contains a large number of integer variables and nonlinear constraints, which is difficult to solve. …”

On the Algorithmic Bias of Aligning Large Language Models with RLHF: Preference Collapse and Matching Regularization by Jiancong Xiao (22265935)

“…However, we argue that the predominant approach for aligning LLMs with human preferences through a reward model—reinforcement learning from human feedback (RLHF)—suffers from an inherent algorithmic bias due to its Kullback–Leibler-based regularization in optimization. …”

Comparisons between ADAM and NADAM optimizers. by Hend Bayoumi (22693738)

“…Hence, an Energy-Harvesting Reinforcement Learning-based Offloading Decision Algorithm (EHRL) is proposed. …”

Final delivery routes of vehicle-assisted UAVs. by Yingbo Mao (22522192)

“…Finally, the multi-objective genetic algorithm is utilized again to plan delivery routes for customers in no-fly zones, ultimately forming a complete collaborative “vehicle-UAV” delivery scheme.To verify the effectiveness of the model and algorithm, simulation experiments are conducted using two sets of cases: 30 customer points in a local area of Harbin and the large-scale R201 case from the Solomon dataset. …”

Pattern of the training and validating data for the last two months. by Mohd Sakib (20565228)

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Fig 17 - by Mohd Sakib (20565228)

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Weekdays and weekend patterns for net demand. by Mohd Sakib (20565228)

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Plot for whole validation data for weekend training. by Mohd Sakib (20565228)

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Overall performance evaluation on the validation data. by Mohd Sakib (20565228)

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Wilcoxon signed-rank test results. by Mohd Sakib (20565228)

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A basic structure of the bidirectional long short-term memory. by Mohd Sakib (20565228)

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Fig 18 - by Mohd Sakib (20565228)

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Performance evaluation of four samples on the validation data. by Mohd Sakib (20565228)

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