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.- 2nd AI in Drug Discovery (AIDD) Workshop..- Early-stage Discovery in the Era of Hard-to-Drug Targets and Giga-scale Chemical Spaces..- Comparative Analysis of Chemical Structure String Representations for Neural Machine Translation..- ADMETrix: ADMET-Driven De Novo Molecular Generation..- Dimension-Augmented Anisotropy in Graph Neural Di!usion..- Uni-Mol Docking V2: Towards Realistic and Accurate Binding Pose Prediction..- MolEncoder: Improved Masked Language Modeling for Molecules..- Consensus Prediction of Chemical Reactions with OCHEM-R Platform..- Special Session: Neural Networks for Graphs and Beyond..- HeNCler: Node Clustering in Heterophilous Graphs via Learned Asymmetric Similarity..- Visualisation and Analysis of the Loss Landscape in Graph Neural Networks..- Preface: Special Session: Neurorobotics..- Pointing-Guided Target Estimation via Transformer-Based Attention..- Keypoint-based Di!usion for Robotic Motion Planning on the NICOL Robot..- Real-Time Syllable Recognition in LIBRAS Using Deep Learning for Human-Robot Interaction..- Generating and Customizing Robotic Arm Trajectories using Neural Networks..- Robotic Calibration Based of Haptic Feedback Improves Sim-to-Real Transfer..- Towards Bio-Inspired Robotic Trajectory Planning via Self-Supervised RNN..- 3rd International Workshop on Reservoir Computing..- Impact of Plasticity-Based Reservoir Adaptation on Spectral Radius and Performance of ESNs..- Benchmarking Nonlinear Readouts in Linear Reservoir Networks..- Investigating Time-Scales in Deep Echo State Networks for Natural Language Pro-cessing..- A Spectral Interpretation of Redundancy in a Graph Reservoir..- Shaping Attractor Landscapes in Boolean Liquid State Machines via SDP and Global Plasticity.