Publications

Publications

A complete list is also kept on Google Scholar, in my NASA ADS library, and under my ORCID record.

In preparation & submitted

Bending, Bouncing, and Breaking of Warped Accretion DisksIn preparation

Jiaru Li and Yoram Lithwick

To be submitted

Abstract

An increasing number of protoplanetary disks shows observational signatures of warps and misalignments, raising questions of how disks sustain coherent warps and how they may break into misaligned pieces. We study the steady-state structures and breaking conditions of warped disks. To focus on the hydrodynamics, while remaining agnostic about what forces the warp, we adopt a simple but physically motivated setup: rather than including an explicit perturber or external torque, we fix the disk inclination angles at the inner and outer boundaries. The disk is hence constrained to accommodate a warp between the boundaries. By varying the boundary misalignment, we can explore the linear regime, the nonlinear regime, and the onset of breaking, while having good control over the warp amplitude. Combining this model with analytical theories and three-dimensional hydrodynamic simulations, we carry out a clean and systematic investigation of the hydrodynamic behaviors of warped disks. We find that, with small warps, disks settle into warp steady states that are well described by the linear theory. Moderately warped disks enter the nonlinear regime, showing several distinct features such as torque saturation, vertical “bouncing” motion of gas, and enhanced mass accretion rates. Measurements of these effects in our simulations show good quantitative agreement with nonlinear theories.

Prograde and Retrograde Black Hole Binary Formation in AGN DisksIn preparation

Jiaru Li and Dong Lai

Manuscript in preparation

2026

Intruder Alert: Breaking Resonant Chains with Planetesimal Flybys

Jiaru Li, Christopher E. O'Connor, and Frederic A. Rasio

The Astrophysical Journal Letters 998, L5 (2026)

Abstract

The orbital architectures of compact exoplanet systems record their complicated dynamical histories. Recent research supports the “breaking-the-chains” hypothesis, which proposes that compact systems typically form in chains of mean-motion resonances (MMRs) but subsequently break out on a 100 Myr timescale. We investigate a scenario for breaking the chains through intermittent flybys of planetesimals originating from a distant reservoir. Using N-body simulations and semi-analytical calculations, we characterize the disruption of MMRs through these flybys. We find a planetesimal reservoir of total mass 0.04 M⊕ is required to disrupt MMR chains, depending on the mass distribution and the typical number of flybys executed by each planetesimal. We verify that systems disrupted in this way are frequently unstable to close encounters within 100 Myr of the final flyby. This mechanism operates in systems with both a sufficiently massive reservoir and an efficient mechanism for planetesimal injection. Consequently, we predict an anti-correlation between resonant inner systems and dynamically active outer configurations.

Spin and Obliquity Distributions of Low-mass Planets Shaped by Dynamical Instability

Dieran Wang, Jiaru Li, and Dong Lai

The Astrophysical Journal 996, 3 (2026)

Abstract

Exoplanetary systems hosting multiple low-mass planets are thought to have experienced dynamical instability, during which planet–planet collisions and mergers occur; these collisions can impart a substantial amount of angular momentum to the merger remnants, changing the obliquities of the resulting planets significantly. In this work, we carry out a series of N-body experiments to investigate the spin magnitude and obliquity distributions of low-mass exoplanets that have gone through planetary collisions. In our fiducial super-Earth and mini-Neptune systems, the collision products follow a nearly uniform distribution in obliquity and the spin-magnitude distribution is approximately linear. Parameter studies and theoretical analysis show that increasing planetary radii or masses, or decreasing the initial planet–planet mutual inclinations, tend to polarize the obliquity distribution toward alignment or anti-alignment. Experiments with initially two-planet and three-planet systems produce qualitatively similar outcomes, suggesting that the trends in this study may generalize to systems with higher planetary multiplicities.

2024

Dynamical Instability in Multi-Orbiter Systems with Gas Friction

Jiaru Li, Laetitia Rodet, and Dong Lai

Monthly Notices of the Royal Astronomical Society 528, 1198 (2024)

Abstract

Closely-packed multi-planet systems are known to experience dynamical instability if the spacings between the planets are too small. Such instability can be tempered by the frictional forces acting on the planets from gaseous discs. A similar situation applies to stellar-mass black holes embedded in AGN discs around supermassive black holes. In this paper, we use N-body integrations to evaluate how the frictional damping of orbital eccentricity affects the growth of dynamical instability for a wide range of planetary spacing and planet-to-star mass ratios. We find that the stability of a system depends on the damping timescale τ relative to the zero-friction instability growth timescale tinst. In a two-planet system, the frictional damping can stabilise the dynamical evolution if tinst ≳ τ. With three planets, tinst ≳ 10τ–100τ is needed for stabilisation. When the separations between the planetary orbits are sufficiently small, tinst can be less than the synodic period between the planets, which makes frictional stabilisation unlikely to occur. As the orbital spacing increases, the instability timescale tends to grow exponentially on average, but it can vary by a few orders of magnitude depending on the initial orbital phases of the planets. In general, the stable region (at large orbital spacings) and unstable region (at small orbital spacings) are separated by a transition zone, in which the (in)stability of the system is not guaranteed. We also devise a linear map to analyse the dynamical instability of the “planet + test-mass” system, and we find qualitatively similar results to the N-body simulations.

Dynamical Friction Models for Black Hole Binary Formation in Active Galactic Nucleus Disks

Kecheng Qian, Jiaru Li, and Dong Lai

The Astrophysical Journal 962, 143 (2024)

Abstract

Stellar-mass black holes (sBHs) embedded in gaseous disks of active galactic nuclei (AGN) can be important sources of detectable gravitational radiation for LIGO/Virgo when they form binaries and coalesce due to orbital decay. In this paper, we study the effect of dynamical friction (DF) on the formation of BH binaries in AGN disks using N-body simulations. We employ two simplified models of DF, with the force on the BH depending on Δv, the velocity of the sBH relative to the background Keplerian gas. We integrate the motion of two sBHs initially on circular orbits around the central supermassive black hole (SMBH) and evaluate the probability of binary formation under various conditions. We find that both models of DF (with different dependence of the frictional coefficient on |Δv|) can foster the formation of binaries when the effective friction timescale τ satisfies ΩKτ ≲ 20–30 (where ΩK is the Keplerian frequency around the SMBH): prograde binaries are formed when the DF is stronger (smaller τ), while retrograde binaries dominate when the DF is weaker (larger τ). We determine the distribution of both prograde and retrograde binaries as a function of initial orbital separation and the DF strength. Using our models of DF, we show that for a given sBH number density in the AGN disk, the formation rate of sBH binaries increases with decreasing τ and can reach a moderate value with a sufficiently strong DF.

2023

Resonant Excitation of Planetary Eccentricity due to a Dispersing Eccentric Protoplanetary Disk: A New Mechanism of Generating Large Planetary Eccentricities

Jiaru Li and Dong Lai

The Astrophysical Journal 956, 17 (2023)

Abstract

We present a new mechanism of generating large planetary eccentricities. This mechanism applies to planets within the inner cavities of their companion protoplanetary disks. A massive disk with an inner truncation may become eccentric due to non-adiabatic effects associated with gas cooling, and can retain its eccentricity in long-lived coherently-precessing eccentric modes; as the disk disperses, the inner planet will encounter a secular resonance with the eccentric disk when the planet and the disk have the same apsidal precession rates; the eccentricity of the planet is then excited to a large value as the system goes through the resonance. In this work, we solve the eccentric modes of a model disk for a wide range of masses. We then adopt an approximate secular dynamics model to calculate the long-term evolution of the “planet + dispersing disk” system. The planet attains a large eccentricity (between 0.1 and 0.6) in our calculations, even though the disk eccentricity is quite small (≲ 0.05). This eccentricity excitation can be understood in terms of the mode conversion (“avoided crossing”) phenomenon associated with the evolution of the “planet + disk” eccentricity eigenstates.

Hydrodynamical Simulations of Black Hole Binary Formation in AGN Disks

Jiaru Li, Adam Dempsey, Hui Li, Dong Lai, and Shengtai Li

The Astrophysical Journal Letters 944, L42 (2023)

Abstract

We study the close encounters between two single black holes (BHs) embedded in an AGN disk using a series of global 2D hydrodynamics simulations. We find that when the disk density is sufficiently high, bound BH binaries can be formed by the collision of their circum-single disks. Our analysis demonstrates that, after a BH pair passes the pericenter of their relative trajectory, a gas post-collision drag may slow down the BHs, possibly forcing the two BHs to stay tightly bound. A binary formed by a close encounter can have a compact semi-major axis, large eccentricity, and retrograde orbital angular momentum. We provide a fitting formula that can accurately predict whether a close encounter can form a binary based on the gas mass and the incoming energy of the encounter. This fitting formula can be easily implemented in other long-term simulations that study the dynamical evolution of BHs in AGN disks.

2022

Long-term Evolution of Tightly Packed Stellar Black Holes in AGN Disks: Formation of Merging Black Hole Binaries via Close Encounters

Jiaru Li, Dong Lai, and Laetitia Rodet

The Astrophysical Journal 934, 154 (2022)

Abstract

We study the long-term evolution of two or more stellar black holes (BHs) on initially separated but unstable circular orbits around a supermassive BH (SMBH). Such a close-packed orbital configuration can naturally arise from BH migrations in the AGN disk. Dynamical instability of the orbits leads to recurring close encounters between two BHs, during which the BH separation rp becomes less than the Hill radius RH. In rare very close encounters, a tight merging BH binary can form with the help of gravitational wave emission. We use N-body simulations to study the time evolution of close encounters of various degrees of closeness. For a typical “SMBH+2BH” system, the averaged cumulative number of close encounters (with rp ≲ RH) scales approximately as ∝ t0.5. The minimum encounter separation follows a cumulative distribution P(<rp) ∝ rp for rp ≪ RH. We obtain a semi-analytical expression for the averaged rate of binary captures that lead to BH mergers. Our results suggest that close-packed BHs in AGN disks may take a long time (≳ 107 orbits around the SMBH) to experience a sufficiently close encounter and form a bound binary. This time can be shorter if the initial BH orbits are highly aligned. The BH binary mergers produced in this scenario have high eccentricities when entering the LIGO band and broad distribution of orbital inclinations relative to the original AGN disk. We explore the effects of the gas disk and find that simple gas drags on the BHs do not necessarily lead to an enhanced BH binary capture rate.

Hot Circumsingle Disks Drive Binary Black Hole Mergers in Active Galactic Nucleus Disks

Ya-Ping Li, Adam Dempsey, Hui Li, Shengtai Li, and Jiaru Li

The Astrophysical Journal Letters 928, L19 (2022)

Abstract

Binary black hole (BBH) mergers, particularly those with component masses in the pair-instability gap, may be produced by hierarchical mergers in the disks surrounding Active Galactic Nuclei (AGNs). While the interaction of an embedded BBH with an AGN disk is typically assumed to facilitate a merger, recent high-resolution hydrodynamical simulations challenge this assumption. However, these simulations often have simplified treatments for gas thermodynamics. In this work, we model the possible consequence of various feedback from an embedded BBH with a simple model that maintains an enhanced temperature profile around each binary component. We show that when the minidisks around each BH become hotter than the background by a factor of three, the BBH orbital evolution switches from expansion to contraction. By analyzing the gravitational torque profile, we find that this change in direction is driven by a weakening of the minidisk spirals and their positive torque on the binary. Our results highlight the important role of thermodynamics around BBHs and its effect on their orbital evolution, suggesting that AGN disks could be efficient factories for BBH mergers.

2021

Orbital Evolution of Binary Black Holes in Active Galactic Nucleus Disks: A Disk Channel for Binary Black Hole Mergers?

Ya-Ping Li, Adam Dempsey, Shengtai Li, Hui Li, and Jiaru Li

The Astrophysical Journal 911, 124 (2021)

Abstract

We perform a series of high-resolution 2D hydrodynamical simulations of equal-mass binary black holes (BBHs) embedded in active galactic nucleus (AGN) accretion disks to study whether these binaries can be driven to merger by the surrounding gas. We find that the gravitational softening adopted for the BBH has a profound impact on this result. When the softening is less than 10% of the binary separation, we show that, in agreement with recent simulations of isolated equal-mass binaries, prograde BBHs expand in time rather than contract. Eventually, however, the binary separation becomes large enough that the tidal force of the central AGN disrupts them. Only when the softening is relatively large do we find that prograde BBHs harden. We determine through detailed analysis of the binary torque, that this dichotomy is due to a loss of spiral structure in the circum-single disks orbiting each black hole when the softening is a significant fraction of the binary separation. Properly resolving these spirals—both with high resolution and small softening—results in a significant source of binary angular momentum. Only for retrograde BBHs do we find consistent hardening, regardless of softening, as these BBHs lack the important spiral structure in their circum-single disks. This suggests that the gas-driven inspiral of retrograde binaries can produce a population of compact BBHs in the gravitational-wave-emitting regime in AGN disks, which may contribute a large fraction to the observed BBH mergers.

Ring Formation in Protoplanetary Disks Driven by an Eccentric Instability

Jiaru Li, Adam Dempsey, Hui Li, and Shengtai Li

The Astrophysical Journal 910, 79 (2021)

Abstract

We find that, under certain conditions, protoplanetary disks may spontaneously generate multiple, concentric gas rings without an embedded planet through an eccentric cooling instability. Using both linear theory and non-linear hydrodynamics simulations, we show that a variety of background states may trap a slowly precessing, one-armed spiral mode that becomes unstable when a gravitationally-stable disk rapidly cools. The angular momentum required to excite this spiral comes at the expense of non-uniform mass transport that generically results in multiple rings. For example, one long-term hydrodynamics simulation exhibits four long-lived, axisymmetric gas rings. We verify the instability evolution and ring formation mechanism from first principles with our linear theory, which shows remarkable agreement with the simulation results. Dust trapped in these rings may produce observable features consistent with observed disks. Additionally, direct detection of the eccentric gas motions may be possible when the instability saturates, and any residual eccentricity left over in the rings at later times may also provide direct observational evidence of this mechanism.

Giant Planet Scatterings and Collisions: Hydrodynamics, Merger-Ejection Branching Ratio, and Properties of the Remnants

Jiaru Li, Dong Lai, Kassandra Anderson, and Bonan Pu

Monthly Notices of the Royal Astronomical Society 501, 1621 (2021)

Abstract

Planetary systems with sufficiently small orbital spacings can experience planetary mergers and ejections. The branching ratio of mergers vs ejections depends sensitively on the treatment of planetary close encounters. Previous works have adopted a simple “sticky-sphere” prescription, whose validity is questionable. We apply both smoothed particle hydrodynamics and N-body integrations to investigate the fluid effects in close encounters between gas giants and the long-term evolution of closely-packed planetary systems. Focusing on parabolic encounters between Jupiter-like planets with MJ and 2MJ, we find that quick mergers occur when the impact parameter rp (the pericenter separation between the planets) is less than 2RJ, and the merger conserved at least 97% of the initial mass. Strong tidal effects can affect the “binary-planet” orbit when rp is between 2RJ and 4RJ. We quantify these effects using a set of fitting formulae that can be implemented in N-body codes. We run a suite of N-body simulations with and without the formulae for systems of two giant planets initially in unstable, nearly circular and nearly coplanar orbits. The fluid (tidal) effects significantly increase the branching ratio of planetary mergers relative to ejections by doubling the effective collision radius. While the fluid effects do not change the distributions of semi-major axis and eccentricity of each type of remnant planets (mergers vs surviving planets in ejections), the overall orbital properties of planet scattering remnants are strongly affected due to the branching ratio change. We also find that the merger products have broad distributions of spin magnitudes and obliquities.

2020

Planetary Spin and Obliquity from Mergers

Jiaru Li and Dong Lai

The Astrophysical Journal Letters 898, L20 (2020)

Abstract

In planetary systems with sufficiently small inter-planet spacing, close encounters can lead to planetary collisions/mergers or ejections. We study the spin property of the merger products of two giant planets in a statistical manner using numerical simulations and analytical modeling. Planetary collisions lead to rapidly rotating objects and a broad range of obliquities. We find that, under typical conditions for two-planet scatterings, the distributions of spin magnitude and obliquity of the merger products have simple analytical formulae. Through parameter studies, we determine the regime of validity for the analytical distributions of spin and obliquity. Since planetary mergers are a major outcome of planet–planet scatterings, observational search for the spin/obliquity signatures of exoplanets would provide important constraints on the dynamical history of planetary systems.

2017

Geometric phase effects in excited state dynamics through a conical intersection in large molecules: N-dimensional linear vibronic coupling model study

Jiaru Li, Loïc Joubert-Doriol, and Artur F. Izmaylov

The Journal of Chemical Physics 147, 064106 (2017)

Abstract

We investigate geometric phase (GP) effects in nonadiabatic transitions through a conical intersection (CI) in an N-dimensional linear vibronic coupling (ND-LVC) model. This model allows for the coordinate transformation encompassing all nonadiabatic effects within a two-dimensional (2D) subsystem, while the other N − 2 dimensions form a system of uncoupled harmonic oscillators identical for both electronic states and coupled bi-linearly with the subsystem coordinates. The 2D subsystem governs ultra-fast nonadiabatic dynamics through the CI and provides a convenient model for studying GP effects. Parameters of the original ND-LVC model define the Hamiltonian of the transformed 2D subsystem and thus influence GP effects directly. Our analysis reveals what values of ND-LVC parameters can introduce symmetry breaking in the 2D subsystem that diminishes GP effects.

2016

Diabatic Definition of Geometric Phase Effects

Artur F. Izmaylov, Jiaru Li, and Loïc Joubert-Doriol

Journal of Chemical Theory and Computation 12, 5278 (2016)

Computer science & machine learning

HR-Merge: Model Merging with Headroom-Weighted Residual Refinement

Huang, Zhang, Cai, Niu, Jiaru Li, Wang, Zhang, Jiang, Zhao, Penn, and Mirzasoleiman

NeuralArtifacts Workshop (2026)

On the Representation Geometry of LoRA Model Merging

Lu, Jiaru Li (co-first author), Zhao, Chen, Wang, Cai, Li, and He

ACL (2026)

Tiny Budgets, Big Gains: Parameter Placement Strategy in Parameter Super-Efficient Fine-Tuning

Zhao, Zhang, Jiaru Li, Niu, He, Min, and Penn

EMNLP (2025)

TARE: Timescale-Aware Row-wise Energy Redistribution for Muon OptimizersSubmitted

Zhao, Zhang, Huang, Mao, Niu, Chen, Wang, Yang, Ding, Cai, Liu, Penn, and Jiaru Li

Submitted to ACL, October 2026

From Visual Artifacts to Forensic Language: A Mechanistic Study of VLM-Based AI-Generated Image DetectionSubmitted

Zhao, Wang, Mao, Li, Wu, Chen, Jiaru Li, Ding, Penn, and He

Submitted to ACL, October 2026

ConstellationBench: Evaluating Astronomical Reasoning and Spatial Intelligence in Vision-Language ModelsSubmitted

Cao, Jiaru Li, Zhao, Zhang, Sun, and Penn

Submitted to ACL, October 2026