| 1 | Q&A on Any Spreadsheet Requires Interpreting Its Grid Structure | Zofia Smoleń | cs.AI | 2026-09-17 |
| 2 | TetrisCNN for interpretable detection of phases of matter from experimental quantum simulator data | Kacper Cybiński, Björn van Zwol, James Enouen +5 | quant-ph | 2026-09-17 |
| 3 | When Do Language-Grounded Explanations Help? A Graph-Bottleneck for Farm Monitoring Interpretable Sheep Facial Pain | Alam Noor, Miguel Guti'errez Gait'an | cs.CV | 2026-09-17 |
| #4 | Xeno-Interpretability: Investigating the Alien Minds of LLMs | F. Pierucci, M. Bracale Syrnikov, M. Prandi +3 | cs.CL | 2026-09-17 |
| #5 | A Qualitative Model for Reasoning about Path and Support | Abhishek Jaiswal, Zoe Falomir | cs.AI | 2026-09-17 |
| #6 | Detecting Deceptive Recruitment: A Signal-theoretic Machine Learning Framework for Early Identification of Labour Exploitation | Sajid Siraj, Mahnaz Hosseinzadeh, Amin Vafadarnikjoo +1 | cs.CY | 2026-09-17 |
| #7 | Perception, Layout, and Validation: Calibrated Confidence for Reliable Straight-Through Processing of Financial Documents | Yichao Jin, Yushuo Wang, Yuxuan Han +7 | cs.AI | 2026-09-17 |
| #8 | Delphi Scanner: efficient and interpretable static malware detection via API sequence modeling | Bijied Brahimi, Vincent Cohadon, Gabriel Glazman +3 | cs.CR | 2026-09-17 |
| #9 | Large Language Model Agents for Evidence Based Genetic Disease Severity Classification | Tohid Ghasemnejad, Ahmadreza Argha, Mark Grosser +7 | q-bio.GN | 2026-09-17 |
| #10 | A Unified Evaluation Framework for Trustworthy Large Language Models, Agentic AI, and Multimodal Systems | Shaina Raza, Ahmed Y. Radwan, Imran Liaquat +1 | cs.AI | 2026-09-17 |
| #11 | Null importance: Disentangling relevance for interpretable machine learning | Garvesh Raskutti, Kris Sankaran, Jiaxin Ye | stat.ML | 2026-09-16 |
| #12 | A Cross-Lingual Acoustic Disease-Alignment Framework for Respiratory Health Assessment from Spontaneous Speech | Roksana Khanom, Raghib Asfak Tasnim, Bodrun Nahar Bithi +4 | cs.SD | 2026-09-16 |
| #13 | Machine-Learning Assessment of the Predictive Value of Inflammatory Biomarkers for Cognitive Impairment in an Older Hispanic Adult Cohort | Antony Garcia, Gabrielle Britton, Alcibiades Villarreal +3 | cs.LG | 2026-09-16 |
| #14 | Monitoring and Discovering Reward Hacking with Internal Representations during LLM Evaluations | Leon Bergen, Usha Bhalla, Andrew Lee +15 | cs.CL | 2026-09-16 |
| #15 | Interpretable Multi-Instance Learning Enables Early Prediction of Key Molecular Alterations from Routine Flow Cytometry in Acute Myeloid Leukemia | Jonathan Legrand, Aguirre Mimoun, Baudouin Denis de Senneville +3 | cs.LG | 2026-09-16 |
| #16 | Using OCR Heads to Verbalize Image Semantics | Sheridan Feucht, Benno Krojer, Sarah Wang +3 | cs.CV | 2026-09-16 |
| #17 | TTM-Bench: A Framework for Text-to-Music System Performance Benchmarking | Giorgia Adorni, Michela Papandrea, Battista Rimoldi +1 | cs.SD | 2026-09-16 |
| #18 | Interpretable Patch-Based Deep Learning for Wildfire Spread Prediction from Ensemble Simulations | Marcin Lawenda, Aleksandra Krasicka, David Caballero +2 | cs.LG | 2026-09-16 |
| #19 | Dependency-Aware Trajectory Refinement for Efficient Multi-Turn Agent Fine-Tuning | Zhuo Chen, Zhen Zhang, Xinyu Wang +1 | cs.CL | 2026-09-16 |
| #20 | Pose2Muscle: Structured Spatio-Temporal Decoding for Discrete Muscle Activity Estimation from Human Pose | Yuepeng Chen, Jiehong Shi, Kaili Zheng +4 | cs.CV | 2026-09-16 |
| #21 | Visual Compliance via Executable Safety Rule Entailment | Jisoo Kim, TaeYoon Kwack, Jinwoo Jang +1 | cs.AI | 2026-09-16 |
| #22 | Code-as-Auditor: Executable Compliance Reasoning via Regulation-to-Code | Jisoo Kim, Taeyoon Kwack, Jinwoo Jang +2 | cs.SE | 2026-09-16 |
| #23 | Regional Explanations via Causal Sufficiency and Necessity | Xuexin Chen, Peng Liang, Zijian Li +2 | cs.LG | 2026-09-16 |
| #24 | Physics-Informed Neural Networks for Fast Multilayer Spectral Inversion of Hα 6562.8 A and Ca II 8542.1 A Spectra | Ziyang Zhang, Qin Li, Vasyl B. Yurchyshyn +4 | astro-ph.SR | 2026-09-16 |
| #25 | When to Call an LLM: A Confidence-Gated Hybrid for Cost-Effective Emotion Recognition in Conversational AI | Sai Babu Udayagiri, Arjun Chouhan, Ravisekhar Kanagala +1 | cs.AI | 2026-09-16 |
| #26 | Audio for Sports Highlight Detection: A Comparative Empirical Study | Hao Xu, Meenakshi Sarkar, Vishnu Raj +1 | cs.CV | 2026-09-15 |
| #27 | Principled Koopman Representations with Kalman Inference for Efficient Time-Series Prediction | Ruiquan Li, Yuheng Bu | cs.LG | 2026-09-15 |
| #28 | Decoding Extrahepatic Targeting of Lipid Nanoparticles with Interpretable Machine Learning | Asal Mehradfar, Mohammad Shahab Sepehri, Owen Antholine +4 | q-bio.QM | 2026-09-15 |
| #29 | Det-LIME: Detector-Aware, Multi-Instance Local Interpretable Model-Agnostic Explanations for Automated Marine Mammal Detection | Jiayi Zhou, David W. Johnston, Brinnae Bent | cs.CV | 2026-09-15 |
| #30 | Semantic-Spatial Agreement Verification for Mitigating Object Hallucination in Multimodal Large Language Models | Ziheng Ren, Qian Gao, Jun Fan +3 | cs.CV | 2026-09-15 |
| #31 | Multimodal Cultural Heritage Architectural Style Classification for Residential Buildings in the UAE Based on CLIP Embeddings and SVM | Ahmed Ammar Kubba, Manar Abu Talib, Iman Ibrahim +1 | cs.CV | 2026-09-15 |
| #32 | Splitting the Difference: Interpretable Causal Forests for Treatment Effect Heterogeneity and Bias | Nicolas Alexander Ihlo, Merle Behr | stat.ML | 2026-09-15 |
| #33 | NeuroSymbEAD: A Large Scale Neuro-Symbolic Caption Dataset for Omni-Directional Embodied Autonomous Driving | Muhammad Ahmed Ullah Khan, Mohammed Elamine, Sheikh Talha Uddin +3 | cs.CV | 2026-09-15 |
| #34 | PiPS: Post-Hoc Prototypical Explanations for Interpretable Semantic Segmentation | Miłosz Adamczyk, Tymoteusz Zapala, Piotr Borycki +1 | cs.CV | 2026-09-15 |
| #35 | Can We Do Interpretable NLI with Graphs Based on Atomic Propositions? | Younes Boufouss, Luc Pommeret, Thomas Gerald +2 | cs.AI | 2026-09-15 |
| #36 | Structure Across Voices: Comparing acoustic-event type accumulation and sequence dependence across four vocal repertoires using frozen audio encoders | Mudit Sinha, Sanika Chavan | cs.SD | 2026-09-15 |
| #37 | Metacognitive Steering: Learning the Structure of Scientific Judgment | Vincent Karpf, Joseph Reth, Eike Gerhardt +5 | cs.AI | 2026-09-14 |
| #38 | Test-Time Unlearning via Sparse Autoencoder | Pingzhi Li, Jinhao Duan, Vaishnav Tadiparthi +6 | cs.LG | 2026-09-14 |
| #39 | Data storytelling meets interpretable machine learning: Decoding AI decisions for non-experts without revealing sensitive data and model details | Lemen Chao, Zixuan Yang, Anran Fang +2 | cs.AI | 2026-09-14 |
| #40 | Knowledge-Enriched Structured EHR Features for 30-Day Hospital Readmission Prediction on MIMIC-IV | Mohamad Najafi, Hongyun Fu, Mathias Brochhausen +2 | cs.LG | 2026-09-14 |
| #41 | A Unified Vision-Language Model for PSMA PET/CT Report Generation, Visual Question Answering, and Lesion Segmentation | Yang Xing, Jiong Wu, Savas Ozdemir +11 | cs.CV | 2026-09-14 |
| #42 | The Misery of Mechanistic Interpretability: A Formal Perspective | Tobias Ladner, Matthias Althoff | cs.LG | 2026-09-14 |
| #43 | Concept-Grounded Reasoning with Prompt-Driven Localization for Interpretable Structured Report Generation | Xinyue Xu, Hongbin Lin, Juangui Xu +6 | cs.CV | 2026-09-14 |
| #44 | Draining Fictitious Knots: Restoring Distance-Awareness Guarantees for High-Dimensional Spline Networks | Masoud Ataei, Mohammad Javad Khojasteh, Vikas Dhiman | cs.LG | 2026-09-14 |
| #45 | Sensory Precision Inference for Multimodal Arbitration under Uncertainty | Tin Mišić, Takato Horii | cs.LG | 2026-09-14 |
| #46 | What Does an LLM Learn from Reinforcement Learning? A Mechanistic Interpretability Perspective with Fixed-SAE Track | Lingheng Du, Yiming Tang, Xufeng Duan +1 | cs.LG | 2026-09-14 |
| #47 | SeqMaestro: From nucleotide sequences to biological hypotheses through interpretable machine learning | Evgeny S. Saveliev, Krzysztof Kacprzyk, Charlotte Capitanchik +7 | cs.LG | 2026-09-14 |
| #48 | A Functional SVD Framework for Regularized Multivariate Functional PCA with Dual Penalization | Yue Zhao, Hossein Haghbin, Rebecca Sanders +1 | stat.ML | 2026-09-13 |
| #49 | CCMAN: Cognitive Instability-Aware Cross-Modal Attention Network for Interpretable Temporal Biomarkers of Verbal Fluency Speech | Madhurananda Pahar, Caitlin Illingworth, Dorota Braun +2 | cs.SD | 2026-09-13 |
| #50 | Channel-Adaptive Region Adjacency Graph Carriers for Semantic Image Communication | Karim Abdallah, Maria Slim, Mariette Awad +1 | eess.SP | 2026-09-13 |