An open-source Python library (on PyPI) that trains Random Forest, XGBoost and gradient-boosted tree models across clients using the Flower framework, behind a standard scikit-learn interface. Introduces histogram-based aggregation that cuts the first-round upload by 45–83% on benchmark datasets.
Estimating heart rate, heart-rate variability and SpO2 from an ordinary webcam using remote photoplethysmography, as part of the “Walk for Life” project at the Institute of Liver and Biliary Sciences, New Delhi (2026–present). Public prototypes: SerenePulse and an in-browser HRV dashboard.
An independent study that learns joint neural embeddings of two people in conversation from hyperscanning EEG. A hybrid CEBRA embedding decodes affective condition with 0.967 k-NN accuracy, while label- and temporal-shuffle controls fall to chance. Includes a reproducible pipeline and a plan for scaling to multiple dyads.
Winning team, Smart India Hackathon 2024 Grand Finale, for a problem statement set by the National Technical Research Organisation (NTRO) on detecting user-defined spoken keywords in any language from only a few examples.
A legal-document assistant that turns an uploaded contract into a plain-language summary, a three-tier clause risk analysis and citation-grounded Q&A in English and 16 Indian languages. Uses hybrid dense + BM25 retrieval with reciprocal rank fusion and structure-aware chunking.
A reinforcement-learning environment, built on OpenEnv, in which an agent migrates a messy NoSQL collection to a target JSON schema through rename, cast, flatten and delete actions, with a dense reward and reproducible tasks of increasing difficulty.
B.Tech Thesis, Department of Computer Engineering, Jamia Millia Islamia, 2026
B.Tech thesis (with Hammad Ali). The first text-to-skeleton-to-video baseline for Indian Sign Language on ISL-CSLTR (471 videos), using body-part finite scalar quantisation and a frozen Stable Diffusion + ControlNet + IP-Adapter renderer.
Recommended citation: H. Ali and M. A. Khan. (2026). "Low-Resource Indian Sign Language Video Generation via Compressed Multi-Condition Tokenisation." B.Tech Thesis, Jamia Millia Islamia, New Delhi. Supervisor: Mr. Shamim Ahmad.
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Manuscript in preparation, 2026
Do language models reason over nested defeasible premises in an order-invariant way, and do their correct answers rest on correct intermediate steps?
Recommended citation: M. A. Khan. (2026). "Positional Bias in Nested Defeasible Reasoning: Order Sensitivity and Unfaithful Intermediate Steps in Small Language Models." Manuscript in preparation.
APASL Single Topic Conference (STC) 2026, Kumamoto, Japan. Oral presentation FP5-2, 2026
Among MASLD patients classified as low-risk by FIB-4 (NHANES 2017–2020), 16.6% had significant (F2+) fibrosis, rising to 37.7% at BMI ≥ 40 kg/m². A supplementary model, FIB-4 Plus, outperformed the NAFLD Fibrosis Score (AUROC 0.837 vs. 0.749, DeLong p = 0.019). Oral presentation; APASL International Travel Award.
Recommended citation: M. A. Khan. (2026). "FIB-4 False Negatives in MASLD: Clinical Phenotypes and an Augmented Triage Model." Oral presentation FP5-2 (Abstract No. 10340), APASL Single Topic Conference 2026, Kumamoto, Japan.
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Published:
Oral presentation FP5-2 (Abstract No. 10340), Saturday 19 September 2026. Recipient of the APASL STC 2026 Kumamoto International Travel Award.
Organiser (General Secretary), IEEE Student Branch, Jamia Millia Islamia, 2024
General Secretary of the IEEE student branch at Jamia Millia Islamia (March 2024 – present; earlier a member of the graphic design team, March 2023 – February 2024). As General Secretary, I led a team of 15+ student volunteers that organised 10+ technical workshops, reaching more than 1,200 students in total.
Workshop, Co-instructor, W3B (AI and Blockchain Society), Jamia Millia Islamia, 2025
30 January – 8 February 2025. One of a team of instructors who taught an introductory machine-learning workshop to 150+ undergraduate students.