AIMLSYSTEMS 2026

Accepted Papers

Exploring the frontiers of Artificial Intelligence and Machine Learning Systems.

#11

LDT-Poly: Low-Degree Trainable Polynomial Activation for Privacy-Preserving Deep Learning

Authors: Alessandro Falcetta, Fabrizio Pittorino, Manuel Roveri (Politecnico di Milano)

#12

Paired Replacement: Differential Cache Maintenance for Dynamic Sparse and Mixture-of-Experts Inference

Authors: Mohammad Tanzil Idrisi (Beloit College)

#15

Visualizing Medical Classifier Decision Boundaries via Latent Space Traversal

Authors: Tejas T. Singh, Rishu Kumar, Shreya Yadav, Rajiv Misra, Supratik Mukhopadhyay (Indian Institute of Technology Patna, Louisiana State University)

#24

Breaking the Tie: Personalized Reranking for Relevance-Saturated Educational User-Generated Content Search

Authors: Anbang Wu (University of California, Los Angeles)

#25

An Explainable Early Warning System for Bank Crises: Are the Drivers of Growth and Deterioration Symmetric?

Authors: Armine Babajanyan (American University of Armenia)

#29

TRACE: Target-Responsive Actionable Causal Engine

Authors: Soubhik Bhattacharya, Aniruddha Bardhan, Arkadeep Banerjee, Sidharth Kumar (Intuit)

#30

Dynamic Pricing with Segment and Inventory Awareness via Decoupled Conversion Modeling

Authors: Aakash Swami, Narendhar Gugulothu (TCS Research, Tata Consultancy Services)

#34

CABIN: A Conditional Anchor-Based Framework for Add-on Pricing and Bundling

Authors: Aakash Swami (Beijing City University), Srividhya Sethuraman (Peking University)

#39

ToolChoiceConfusion: Causal Minimal Tool Filtering for Reliable LLM Agents

Authors: Rahul Suresh Babu (Northeastern University), Laxmipriya Ganesh Iyer (Boston University)

#43

CCST: Systems-Level Stress Testing for Contact-Reliable Robot World Models

Authors: José Luis Delgado (Universitat Oberta de Catalunya)

#45

Energy-Efficient On-Device RAG on a Mobile NPU: System Design and Benchmark on Snapdragon X Elite

Authors: Zhiyuan Cheng (Stanford University), Longying Lai (University of Rochester)

#47

Explainable Element Detection in XRF Spectra via Embedding Space k-NN for the HARLOCK Project

Authors: Alberto Luise, Michele Lombardi, Samuele Salti (University of Bologna)

#48

Live-Demo: RISC-V Edge Inference for Real-Time Eye-Movement Control on GAPses Smart Glasses

Authors: Sebastian Frey, Victor Javier Kartsch Morinigo, Luca Benini, Andrea Cossettini (ETH Zurich)

#57

Robust Lightweight Deep Learning Models for Oral Cancer Screening

Authors: Siddhant Bharadwaj, Aakash Shedsale, Tejashree Subramanya, Mohd Azfar, Praveen Birur, Debnath Pal, Shankararama Sharma, Dr Anupama Shetty, Rajesh Sundaresan (K.L.E. Society's Institute of Dental Sciences, Indian Institute of Science, Columbia University, Biocon Group)

#59

YOSO-RepViT: Improving Real-Time Panoptic Segmentation with RepViT

Authors: Marc Ellenfeld, Moritz Ufer, Maximilian Schwaiger, Jonathan Kobold (HENSOLDT)

#60

Global Structure of XMM-Newton Light Curve Embeddings via Topological Data Analysis

Authors: Riccardo Doldi (Italian National Institute for Astrophysics (INAF)), Mario Pasquato (Université de Montréal), Ugo Niccolò Di Carlo (University of Milan)

#61

Argument Integrity for LLM Agents: Policy- and Intent-Bound Defense of Authority-Bearing Tool Parameters

Authors: Hikaru Matsuoka (University of Nagasaki)

#63

Consensus Reservoirs for Synchronous Federated Optimization

Authors: Ojaswa Varshney, Pradeep Singh, Rajeev Shorey (Indian Institute of Information Technology (IIIT), Surat, India)

#64

Substitutes, Not Complements: Entity Features vs Fine-tuned Embeddings for Expense Allocation

Authors: Sourav Karmakar, Deepak Gujraniya, Reeti Sarup, Mithun Ghosh (Intuit, BITS Pilani, Birla Institute of Technology and Science)

#66

Malware families discovery via Open-Set Recognition on Android manifest permissions

Authors: Filippo Leveni, Matteo Mistura, Francesco Iubatti, Carmine Giangregorio, Nicolò Pastore, Cesare Alippi, Giacomo Boracchi (Cleafy, Università Politecnica delle Marche, Politecnico di Milano, Università della Svizzera italiana)

#72

A Cross-Stack Characterisation of Inter-Agent Message Compression in Multi-Agent LLM Systems

Authors: Akash Mondal (Intuit)

#73

Consistent Relexicalization of Clinical Documents using Graph-Based Approach

Authors: Dipankar Das, Atri Mandal, Sandeep Singh, Tushar Shandhilya (Indian Institute of Technology Kanpur, Oracle, Atlassian)

#74

ACID-Bench: Fault-Injection Contracts for State-Changing Tool Agents

Authors: Andrei Vince (University of North Carolina at Charlotte)

#77

IROS Diffusion Imaging for the LEM-X Observatory

Authors: Edoardo Giancarli (Italian National Institute for Astrophysics (INAF))

#79

Memory Refinement for Latent Replays in Continual Learning

Authors: Edoardo Giudici, Fabrizio Pittorino, Manuel Roveri (Politecnico di Milano)

#80

ParEvalLayer: When Partial LLM-Agent Evaluations Support a Decision

Authors: Wei-Jung Huang (Amazon), Bonan Shen (Viterbi School of Engineering)

#82

NL2SQL System Aided by Memory: Usage of Prior Reasonings for Faster Inference

Authors: Harshita Chandwani, Venkata Rama Krishna Sreepada, Sai Karthik Athota ([x]cube LABS, Upshot.ai)

#85

Bridging Symbolic Models and Simulation: LLM-Generated FMUs for HVAC Control

Authors: Javad hosseinzadeh, Mohammad Esmaeili, Sascha Hammes, Thomas Ederer, Gernot Steindl, Philipp Zech (University of Applied Sciences Burgenland, University of Innsbruck)

#87

Evaluating Low-Power Edge-AI for Always-on Contextual Vision

Authors: Francesca Palermo, Greta Corti, Aurelio Teliti, Syed Shakib Sarwar, Derek Valleroy, Barbara De Salvo, Chiao Liu, Diana Trojaniello, Matteo Matteucci (Politecnico di Milano, Meta Platforms, EssilorLuxottica)

#91

CLiMB: Interpretable Semi-Supervised Clustering for Galactic Substructure Discovery

Authors: Lorenzo Monti (Italian National Institute for Astrophysics (INAF)), Umberto Michelucci (TOELT LLC)

#93

From Papers to Animations: A Plan-Mediated LLM Pipeline with Parser Friendly Code Generation (PAGE)

Authors: Chitranshu Harbola, Balaji Srinivasan (Indian Institute of Technology Madras)

#94

Efficient Multimodal Document Retrieval in Industrial Settings via Compressed Vision–Language Embeddings

Authors: Andrea Sassella, Mark James Carman (Politecnico di Milano)

#98

Leveraging Vision Foundation Models with a Lightweight PyraFuse Decoder for Skin-Fabric Semantic Segmentation

Authors: Jamal saeedi (University of Applied Sciences and Arts of Southern Switzerland (SUPSI)), Alessandro Giusti (Dalle Molle Institute for Artificial Intelligence (IDSIA USI-SUPSI))

#99

GPU-REC: A GPU-Native Retrieval Platform

Authors: Dhritiman Das, Vishal Shah, Chirag Mehta, Pratik Dixit, chinmay naik, Manika Agarwal, Ronak Kaoshik, Shirisha Singh, Meng Zhang, Ping Jin, Fedor Borisyuk, Tugrul Bingol (Linkedin)

#101

Beyond the Model: The Critical Role of Data Filtering in Clinical Machine Learning

Authors: Noah Subedar, Colin Campbell, Wenjing Zhang, Dan Perri, Sarah Culgin, Andrew Hamilton-Wright (University of Guelph, St. Joseph's Healthcare Hamilton, McMaster University)

#102

Bridging Photonics and AI: CVAE-Based Inverse Design of Plasmonic Sensors

Authors: Anish Datta, Soma Bandyopadhyay, Subhasri Chatterjee, Anirban Chaudhuri, Arpan Pal (Tata Consultancy Services)

#103

Assessing Reliability of Large Language Models for Clinical Summarization Across Indian Languages

Authors: Kunwar Zaid, Vikas Kumar, Jyotsana Khatri, Amit Sangroya (Tata Consultancy Services)

#104

Dynamic Reweighting for Instance to Model-based Transition for On-Device Speaker Verification

Authors: Michele Craighero, Matteo Figini, Manuel Pariente, Giacomo Boracchi, Manuel Roveri (EssilorLuxottica, Politecnico di Milano)

#105

Text2Flowsheet: Generating DWSIM-Ready Flowsheets from Natural Language Descriptions

Authors: Suparshva Jain, Shubham Paliwal, Arushi Jain, Amit Sangroya, Monika Sharma (Tata Consultancy Services)

#107

EdgeTalk: Agentic Speech-Text Models for Edge Devices

Authors: Megha Sharma, Tushar Vatsal, Prakhar Swarup, Raghavendra Bilgi (Amazon, Indian Institute of Technology Madras)

#111

Exploiting Cross-Query Redundancy in Multi-Source Workloads Using Hyper-DAGs and Adaptive Operator DAGs

Authors: Ravi Kumar Singh, Shruti Kunde, Rekha Singhal (Tata Consultancy Services)

#117

S-VETT: Semantic VectorDB-Enabled Transfer Learning for Time-Series Forecasting Under Extreme Data Scarcity

Authors: Jonatan Sciaky, Lorenzo Epifani, Alessandro Falcetta, Manuel Roveri (Politecnico di Milano)

#122

Exploring Redundancy and Shared Representations for Transformer Models Optimization

Authors: Enrico Simionato, Federico Toschi, Nicolò Brunello, Andrea Sassella, Vincenzo Scotti, Mark James Carman (Politecnico di Milano, Karlsruhe Institute of Technology)

#123

Guardrails as Scapegoats: Auditing Unfaithful Safety Refusals in Tool-Augmented LLM Agents

Authors: Aarushi Singh (Sarvam AI)

#132

AdapterSlots: Warp-Aligned Multi-LoRA Serving via WAR-Gated Kernel Promotion

Authors: SHASHANK TIPPANAVAR, Vivek Yadav (International Institute of Information Technology Bangalore)