Institution
Massachusetts Institute of Technology
Recent research
- AI & ComputingOpen access
Free-space and satellite-based quantum communication: Principles, implementations, and challenges
Satellite-based quantum communications represent a critical advancement in the pursuit of secure, global-scale quantum networks. Leveraging the principles of quantum mechanics, these systems offer unparalleled security through Quantum Key Distribution and other quantum communicat...
- Physics & SpaceOpen access
Learning dissipative chaotic dynamics with boundedness guarantees
Chaotic dynamics, commonly seen in weather systems and fluid turbulence, are characterized by their sensitivity to initial conditions, which makes accurate prediction challenging. Recent approaches have focused on developing data-driven models that attempt to preserve invariant s...
- Engineering & Technology
Wavelength bandwidth is a key performance metric for emerging optical interconnects targeting high-data-rate communications. Strain engineering has proven effective in tailoring the wavelength bandwidth of Ge photonic devices. Although a recessed SiN sidewall stressor was found t...
- BiologyOpen access
Abstract Background Differential expression analysis is a central tool for studying the biological processes altered in human diseases via transcriptomic signatures. However, transcriptomic datasets are systematically confounded by latent variables from two distinct sources: unme...
- Society & EconomicsOpen access
Abstract Does an increase in the number of shared identity traits between citizens and their public representatives increase the likelihood that they will agree on policy priorities? The identities of citizens and politicians are complex and multi-dimensional, but we know little...
- Health & MedicineOpen access
Background Heart failure (HF) classification based on left ventricular ejection fraction (LVEF) inadequately captures HF heterogeneity, limiting phenotype‐specific therapies. While machine learning (ML) has been applied to HF with preserved ejection fraction, comprehensive approa...
- Materials & Energy
Frontier orbital control in PIII/PV catalysis
While the familiar Lewis basicity of tricoordinate phosphorus compounds underpins their many uses as ligands, reagents, and catalysts in synthesis, a complementary mode of ‘non-Lewis base’ organoph...
- Materials & Energy
Abstract Most polymer networks formed from flexible precursors contain elastically inactive primary loops that significantly impact macroscopic material properties. While primary loop formation is known to decrease with increasing strand concentration and length, the role of junc...
- Climate & EnvironmentOpen access
Abstract. We present the first multi-model study of the Antarctic sea ice response to enhanced meltwater due to dynamic mass loss from the Antarctic ice sheet. This meltwater flux (and its future increase under global warming) is not included in the most recent state-of-the-art c...
- Climate & EnvironmentOpen access
Hidden subsurface suspended sediment export from Greenland's marine‐terminating glaciers
Abstract Runoff and calved ice volumes from the Greenland Ice Sheet are well constrained, but quantifying the associated suspended sediment flux remains challenging. Here we present near‐terminus observations from three glacierized fjords in southeast Greenland, combining full‐de...
- Engineering & TechnologyOpen access
TIP-INN: A thermodynamics-informed machine learning framework for the mechanical behavior of rocks
Abstract Modeling the mechanical deformation of geological materials across relevant thermodynamic conditions and dynamic processes remains a fundamental challenge in Earth sciences. Conventional rheological models rely on isolated disciplinary approaches and hard-coded iterative...
- BiologyOpen access
Abstract Genome size varies more than 10,000-fold across eukaryotes, yet how the mitotic spindle adapts to this range remains unknown. Here we show that metaphase plate width scales with genome size following a power law with an exponent of ~1/3 across eukaryotes. Comparative ana...
- Health & MedicineOpen access
Abstract The abundance of diverse naive CD8 + T cell clones is essential for broad protection against infection and cancer, but how sex and aging jointly shape this compartment remains poorly understood. Here, using mouse models with supporting human data, we uncover a sex-biased...
- AI & ComputingOpen access
A Generalization of RSK to d-Complete Posets
The hook length formula for d-complete posets expresses the number of linear extensions of a d-complete poset $P$ in terms of hooks of $P$. It generalizes the usual hook length formula for standard Young tableaux, as well as hook length formulas for shifted Young tableaux and tre...
- AI & ComputingOpen access
Demystifying Prediction-Powered Inference
Machine learning predictions are increasingly used to supplement incomplete or costly-to-measure outcomes in fields such as biomedical research, environmental science, and social science. However, treating predictions as ground truth introduces bias while ignoring them wastes val...
- Health & MedicineOpen access
Spatiotemporal noise stabilizes unbounded diversity in strongly competitive communities
Classical ecological models predict that diverse communities should be unstable, presenting a central challenge to explaining the stable biodiversity seen in nature. We revisit this long-standing problem by extending the generalized Lotka–Volterra model to include both spatial st...
- Engineering & Technology
Volatile eutectics to tailor crystallization for perovskite optoelectronics
Improvements to the radiative efficiency of halide perovskite thin films are necessary to approach fundamental solar cell performance limits. We tailored perovskite crystallization by leveraging the eutectic interaction between zinc bromide and methylammonium chloride additives....
- AI & ComputingOpen access
High-fidelity entangling gates and nonlocal circuits with neutral atoms
The generation and manipulation of entanglement with low error are essential in quantum information systems. In practice, two-qubit entangling gates constitute a dominant error source, limiting circuit depths and performance in fault-tolerant architectures. Using a neutral-atom q...
- BiologyOpen access
Latent causal diffusions for single-cell perturbation modeling
Perturbation screens hold the potential to systematically map regulatory processes at single-cell resolution, yet modeling and predicting transcriptome-wide responses to perturbations remains a major computational challenge. Existing methods often underperform simple baselines, f...
- Society & EconomicsOpen access
Urban heat increasingly shapes housing markets, but existing studies often use coarse data and overlook spatial differences. This study develops an SEM-centered framework, with RF-SHAP as a non-parametric robustness check, to examine how 1-meter Universal Thermal Climate Index (U...