Program

Conference location at Indian Institute of Science:

Preliminary program. Changes may come.

Detailed Research Sessions

Session 1: Tsetlin Machines for Efficient and Distributed Edge AI Chair: Rahul Kumar Jaiswal
Session theme: Hardware, edge deployment, latency optimization, and federated TM systems.

#	ID	Paper title
1	3446	Multi-Pass Systolic Inference Tsetlin Machine Hardware Accelerator
2	5496	Inference Latency-Aware Tsetlin Machine Training
3	2775	Communication-Constrained Federated Tsetlin Machine: Optimizing Payload Size and End-to-End Pipeline Latency
4	9080	VACE: Validation-Free Aggregation Configuration Evaluation for FedTMOS
5	8423	FPGA-based Interpretability Framework for Convolutional Coalesced Tsetlin Machines

Session 2: New Learning Strategies, Performance Evaluation and Emerging Applications
Chair: Pathipati Srihari
Session theme: Novel TM learning mechanisms, interpretability improvements, performance evaluation and emerging application domains.

#	ID	Paper title
1	0587	CRISP: A Framework for Clause-Reconstructed Interpretable NeuroSymbolic Propositions
2	3015	Compressed Recurrent Feedback in Tsetlin Machines: A Reproducible Boolean-FSM Study
3	6837	Clause Sanitization for Compact and Interpretable Tsetlin Machines
4	3393	Semi-supervised Human Activity Recognition Using Pattern-Balanced Cotraining with Tsetlin Machines
5	8852	Malicious URL Detection Using Tsetlin Machines: An Explainable and Energy-Efficient Approach
6	8792	Interpretable Subject Tagging and Text Feature Selection for Norwegian-Language Parliamentary Documents Using Tsetlin Machines
7	9535	Analyzing the Effect of True Markov Blankets on Tsetlin Machine Performance: A Comparative Study with Neural Networks, Random Forests, and Decision Trees
8	6940	Class conditional Booleanizer and Composite Tsetlin Machine for Foot Step Analysis using Pressure Sensors

Session 3: Explainable Tsetlin Machines in Healthcare and Trustworthy AI
Chair: Venkanna Udutalapally
Session theme: Interpretable decision support, biomedical discovery, and trustworthy healthcare AI.

#	ID	Paper title
1	5045	Interpretable Discovery of High-Precision EEG Non-Survivor Subgroups Using Tsetlin Machines
2	4045	Tsetlin Machines Meet Strong Filters: Masquerader Awareness for Explainable Patient Cohort Discovery
3	5734	Interpretable Verification of Boolean Gene Regulatory Networks via Tsetlin Machine Clause Analysis: A Case Study in Alzheimer’s Disease
4	9820	Tsetlin Machine-Based Explainable Infant Skin Exposure Detection Method for Contactless Infant Vital Sign Measurement Systems
5	8292	Gene Signature Discovery for Pancreatic Ductal Adenocarcinoma Using Tsetlin Machine: A Multi-Cohort Transcriptomic Pipeline
6	7929	Tsetlin Machine-Based ECG Signal Quality Assessment Method for Trustworthy Wearable Ambulatory Cardiac Health Monitoring

Poster Session

Poster Responsible: Prof. M. Sabarimalai Manikandan

#	ID	Paper title
1	2232	Quantum-Logic Tsetlin Machines: Interpretable Quantum Machine Learning with Commuting Projector Clauses
2	5044	A Recurrent Multi-Output Tsetlin Machine for Sequential Adaptive Sparse Sampling
3	0231	The Neuroplastic Tsetlin Machine
4	1794	Tsetlin Machine for Non-intrusive Load Monitoring on MCUs
5	5905	Clause Correspondence in Federated Tsetlin Machines: A Systematic Analysis
6	6409	FPGA-Based Tsetlin Machines for Acoustic Insect Classification
7	8712	Teacher-Guided Knowledge Distillation for the Regression Tsetlin Machine