datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
nesting-optimizer-benchmark
Nesting Optimizer Benchmark
Benchmark results for NestForge 2D nesting strategies across MDF, glass, and steel use cases.
Reference Dataset
Built on synthetic instances aligned with clallier/nesting-tasks-2d geometry distributions.
Strategies Evaluated
Family
Methods
Heuristic
Bottom Left, First Fit, Guillotine, Skyline
Optimization
CP-SAT, MIP
Metaheuristic
GA, Simulated Annealing, Differential Evolution
Neural… See the full description on the dataset page: https://huggingface.co/datasets/alirezaaminzadeh/nesting-optimizer-benchmark.han-grasp-force-optimizer-v1
Grasp Force Optimizer
Objective
Memprediksi gaya genggaman optimal
untuk mencegah objek terjatuh atau rusak.
Input
object_weight_kg
object_surface_friction
grip_contact_area_cm2
finger_joint_angle_deg
actuator_current_amp
object_fragility_index
Output
required_grip_force_newton
Architecture
Dense(256) + ReLU
BatchNormalization
Dense(128) + ReLU
Dropout(0.3)
Dense(64) + ReLU
Dense(1) + Linear
Loss
MSE
Metrics
MAE… See the full description on the dataset page: https://huggingface.co/datasets/ariefansclub/han-grasp-force-optimizer-v1.sql-optimizer
Dataset Card for Dataset Name
Dataset Summary
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Supported Tasks and Leaderboards
[More Information Needed]
Languages
[More Information Needed]
Dataset Structure
Data Instances
[More Information Needed]
Data Fields
[More Information Needed]
Data Splits
[More Information Needed]
Dataset Creation… See the full description on the dataset page: https://huggingface.co/datasets/k19862217/sql-optimizer.humanoid-task-priority-optimizer
Humanoid Task Priority Optimizer
A task prioritization engine built for humanoid systems
operating in dynamic environments with multiple objectives.
This model evaluates urgency, resource availability,
and contextual relevance before execution.
Capabilities
Dynamic task scoring
Resource-aware prioritization
Context-sensitive reordering
Execution efficiency balancing
Use Cases
Logistics humanoids
Multi-role service robots
Autonomous workplace assistants
Smart… See the full description on the dataset page: https://huggingface.co/datasets/ariefansclub/humanoid-task-priority-optimizer.han-memory-retrieval-optimizer-v1
Humanoid Memory Retrieval Optimizer
This model optimizes how humanoid agents
search and retrieve stored memories.
It balances speed, accuracy, and relevance.
Capabilities
Recall prioritization
Latency reduction
Context-aware retrieval
Input
Query context
Memory index
Output
Retrieved knowledge set
Part of
Humanoid Network (HAN)
License
MIT
sql-optimizer
Dataset Card for Dataset Name
Dataset Summary
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Supported Tasks and Leaderboards
[More Information Needed]
Languages
[More Information Needed]
Dataset Structure
Data Instances
[More Information Needed]
Data Fields
[More Information Needed]
Data Splits
[More Information Needed]
Dataset Creation… See the full description on the dataset page: https://huggingface.co/datasets/HermosaReina/sql-optimizer.