RESEARCH
The publication record.
A small lab that publishes with universities rather than instead of them. The work runs from thalamocortical circuitry to seismic facies to the reporting standards that medical AI is now reviewed against.
16 PUBLICATIONS12 PEER-REVIEWED393+ CITATIONS04 AREAS2018 → 2026
RESEARCH AREAS — 04
0104
Subsurface & geoscience
Seismic facies under domain shift, raster well-log digitisation, vug detection. The line of work that became EarthScan.
0205
Human-centred AI
Foundation models built for procedural competence rather than scale, and the EU consortium work on teaching and regulating them.
0302
Clinical & scientific standards
How AI research in medicine should be reported so that it can be replicated, reviewed and trusted.
0405
Architectures & priors
What a network is built from, what it is told in advance, and what it costs to run: activations, flows, thalamocortical circuitry, physical law and silicon.
SELECTED WORK
All 16 ↓CLINICAL & SCIENTIFIC STANDARDS338 CITATIONS
Artificial intelligence in dental research: Checklist for authors, reviewers, readers
Written in the ITU/WHO Focus Group on AI for Health, topic group on dental diagnostics. The lab's most-cited work by a wide margin.
Falk Schwendicke · Tarry Singh · Jae-Hong Lee · Robert Gaudin · Akhilanand Chaurasia · Thomas Wiegand · Sergio Uribe · Joachim Krois2021 · Journal of Dentistry 107:103610
SUBSURFACE & GEOSCIENCE37 CITATIONS
Seismic Facies Analysis: A Deep Domain Adaptation Approach
EarthAdaptNet. Trained on the F3 block offshore Netherlands, tested on Penobscot, Canada.
M. Quamer Nasim · Tannistha Maiti · Ayush Srivastava · Tarry Singh · Jie Mei2022 · IEEE Transactions on Geoscience and Remote Sensing 60, pp. 1–16
HUMAN-CENTRED AI
From Knowing to Doing: A Principled Architecture for Procedurally Competent Agents
The HOMINIS architecture paper. Led by the PICUS Lab at University of Naples Federico II, with Real AI as industrial partner.
Narendra Patwardhan · Lidia Marassi · M. Quamer Nasim · Giuseppe Fiameni · Stefano Marrone · Tarry Singh · Carlo Sansone2025 · SSRN preprint, 37 pp.
PUBLICATIONS
EVERY ENTRY LINKS TO THE PAPERYEARAREATITLEVENUE
2026Architectures & priorsPhysics-Informed Diffusion Model for Generating Synthetic Extreme Rare Weather Events DataMarawan Yakout · Tannistha Maiti · Monira Majhabeen · Tarry SingharXiv · PREPRINT2026Human-centred AIData Preprocessing Methods for Automating MLOps Pipelines: A Comparative StudySurya Teja Gowd Ayinavilli · Keith Quille · Tarry SinghACM HCAIep2025Human-centred AIFrom Knowing to Doing: A Principled Architecture for Procedurally Competent AgentsNarendra Patwardhan · Lidia Marassi · M. Quamer Nasim · Giuseppe Fiameni · Stefano Marrone · Tarry Singh · Carlo SansoneSSRN · PREPRINT2025Subsurface & geoscienceAutomated Workflow for the Detection of VugsM. Quamer Nasim · Tannistha Maiti · N. Mosavat · P. V. Grech · Tarry Singh · P. Nath Singha RoyarXiv · PREPRINT2024Subsurface & geoscienceDigitizer: A Synthetic Dataset for Well-Log AnalysisM. Quamer Nasim · Narendra Patwardhan · Javed Ali · Tannistha Maiti · Stefano Marrone · Tarry Singh · Carlo SansoneSpringer LNCS2023Human-centred AIThe European AI Tango: Balancing Regulation Innovation and CompetitivenessChristina Todorova · George Sharkov · Huib Aldewereld · and thirteen others, incl. Tarry SinghACM HCAIep2023Human-centred AIDesigning Human-Centric Foundation ModelsNarendra Patwardhan · Shreya Shetye · Lidia Marassi · Monica Zuccarini · Tannistha Maiti · Tarry SinghCEUR2023Subsurface & geoscienceVeerNet: Using Deep Neural Networks for Curve Classification and Digitization of Raster Well-Log ImagesM. Quamer Nasim · Narendra Patwardhan · Tannistha Maiti · Stefano Marrone · Tarry SinghJ. Imaging2023Clinical & scientific standardsResponsible and Reliable AI at PICUS LabNarendra Patwardhan · Lidia Marassi · Michela Gravina · Antonio Galli · Monica Zuccarini · Tannistha Maiti · Tarry Singh · Stefano Marrone · Carlo SansoneCEUR2022Human-centred AIDeveloping a Human Centred AI Masters: the Good, the Bad and the UglyBarry Feeney · Monica Zuccarini · Tarry Singh · Huib Aldewereld · Stefano Marrone · Keith QuilleACM ITiCSE2022Subsurface & geoscienceSeismic Facies Analysis: A Deep Domain Adaptation ApproachM. Quamer Nasim · Tannistha Maiti · Ayush Srivastava · Tarry Singh · Jie MeiIEEE TGRS2021Clinical & scientific standardsArtificial intelligence in dental research: Checklist for authors, reviewers, readersFalk Schwendicke · Tarry Singh · Jae-Hong Lee · Robert Gaudin · Akhilanand Chaurasia · Thomas Wiegand · Sergio Uribe · Joachim KroisJ. Dentistry2020Architectures & priorsAn energy efficient time-mode digit classification neural network implementationO. C. Akgun · Jie MeiPhil. Trans. R. Soc. A2019Architectures & priorsGenerative Model with Dynamic Linear FlowHuadong Liao · Jiawei He · Kunxian ShuIEEE Access2018Architectures & priorsIntra-Thalamic and Thalamocortical Connectivity: Potential Implication for Deep LearningJie Mei · Tarry SinghIEEE/ACM SE4COG2018Architectures & priorsARiA: Utilizing Richard's Curve for Controlling the Non-monotonicity of the Activation Function in Deep Neural NetsNarendra Patwardhan · Madhura Ingalhalikar · Rahee WalambearXiv · PREPRINT
WHO WROTE IT
The papers carry names, not a logo.
A neuroscientist in Berlin, a geophysicist in Calgary, a generative-models researcher in Chongqing, a machine-learning researcher who moved from Michigan to Naples. The lab has always been a handful of people in different countries who publish together, several of them under a university affiliation as well as ours.
Tarry SinghFOUNDERAssen, Netherlands
Jie MeiCOMPUTATIONAL NEUROSCIENCECharité Berlin, then Toronto
Tannistha MaitiGEOPHYSICSUniversity of Calgary, Toronto
Narendra PatwardhanMACHINE LEARNINGMichigan Tech, then Naples
Huadong LiaoGENERATIVE MODELSChongqing, China
OPEN SOURCE
The code behind the papers, and not much else.
Three repositories carry original work, one of them released by its author on his own account. The rest of the organisation is forks and teaching material, which we would rather not dress up as research.
naturomics/CapsNet-TensorFlow
One of the first TensorFlow implementations of Hinton's capsule networks, published days after the paper and still the most-starred of them. The companion library, CapsLayer, followed.HUADONG LIAO · APACHE-2.0 · 3.8K STARSdeepkapha/EarthAdaptNet
Facies segmentation under domain shift. The code behind the IEEE TGRS paper.MIT · PYTHONdeepkapha/torchswarm
Particle-swarm optimisation as a PyTorch module.MIT · PYTHON