Training accuracy and loss for NNQEv1 and NNQEv2 across 5 layers and 40 epochs. nork Danish ul Khairi (19660534)

Gaiak:

Visual comparison of quantum-encoded feature maps generated by the NNQEv1 (CNOT) and NNQEv2 (CZ) entanglers for a single input image. nork Danish ul Khairi (19660534)

Gaiak:

Comparison of CNOT and CZ gate fidelity and noise characteristics. nork Danish ul Khairi (19660534)

Gaiak:

Table comprehensive performance comparison of classical, quantum, and hybrid models across datasets. nork Danish ul Khairi (19660534)

Gaiak:

Test accuracy (%) of NNQEv1 and NNQEv2 with different optimizers across 1 to 5 layers on the apple dataset. nork Danish ul Khairi (19660534)

Gaiak:

Sample images of FruitQ dataset. nork Danish ul Khairi (19660534)

Gaiak:

Quantum circuit diagrams for different layers and entangling gates: (a) Layer 1 with NNQEv2 entangler. nork Danish ul Khairi (19660534)

Gaiak:

(a) CNOT Encoded Features (b) CZ Encoded Features. nork Danish ul Khairi (19660534)

Gaiak:

CNOT encoded features and CZ encoded features. nork Danish ul Khairi (19660534)

Gaiak:

Transpiled CZ quantum gate circuit showing the more efficient decomposition into 3 native gates with a circuit depth of 6. nork Danish ul Khairi (19660534)

Gaiak:

Frequency of equity-related eligibility criteria examined in pivotal trials, overall and by drug/approval type. nork Kathy Sliwinski (21601002)

Gaiak:

Coded eligibility criteria potentially related to equity examined in pivotal trials. nork Kathy Sliwinski (21601002)

Gaiak:

Comparison of parameter estimation between the proposed SIR model and the SIR ATMM using RABC. nork Thien-Minh Le (22075988)

Gaiak:

Graph representation of all possible , where <i>A</i>⁺ is constrained to be an optimal solution for the example in Fig 1. nork Jordan Moutet (21800145)

Gaiak: “...solid mathematical justification...”

An instance of the IPP that can be solved by applying the algorithms for the DPP. nork Jordan Moutet (21800145)

Gaiak: “...solid mathematical justification...”

A depiction of the labeled gaps constructed by the bottom-up phase on the input shown in Fig 1. nork Jordan Moutet (21800145)

Gaiak: “...solid mathematical justification...”

Depiction of how the label of is assigned as a function of whether are identical (row =), nested (rows ), or partially overlapping (row “else”), and as a function of the labels of... nork Jordan Moutet (21800145)

Gaiak: “...solid mathematical justification...”

A sequence of intermediate solutions produced by the top-down phase on the input of Fig 1, leading to an optimal solution (step 5). nork Jordan Moutet (21800145)

Gaiak: “...solid mathematical justification...”

Comparing transmission rates of two networks with three infected nodes (1,2,3): (a) partially connected network with the total transmission rate of 2.1, and (b) fully connected net... nork Thien-Minh Le (22075988)

Gaiak:

Example input of the DPP: a phylogenetic tree T and an alignment A for L(T). nork Jordan Moutet (21800145)

Gaiak: “...solid mathematical justification...”