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Boxuan Li

6 accepted papers

2026

ConsistCompose: Unified Multimodal Layout Control for Image Composition

CVPR 2026

Unified multimodal models that couple visual understanding with image generation have advanced rapidly, yet most systems still focus on visual grounding--aligning language with image regions--while their generative counterpart, linguistic-embedded layout-grounded generation(LELG) for layout-controll

Cited by 0SourcecodeScholar
2026

Hystar: Hypernetwork-driven Style-adaptive Retrieval via Dynamic SVD Modulation

ICLR 2026poster

Query-based image retrieval (QBIR) requires retrieving relevant images given diverse and often stylistically heterogeneous queries, such as sketches, artworks, or low-resolution previews. While large-scale vision--language representation models (VLRMs) like CLIP offer strong zero-shot retrieval perf…

Cited by 0SourceScholar
2026

Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces

ICLR 2026poster

AI agents may soon become capable of autonomously completing valuable, long-horizon tasks in diverse domains. Current benchmarks either do not measure real-world tasks, or are not sufficiently difficult to meaningfully measure frontier models. To this end, we present Terminal-Bench 1.5: a carefully…

Cited by 0SourcecodeScholar
2025

OpenHands: An Open Platform for AI Software Developers as Generalist Agents

ICLR 2025poster

Software is one of the most powerful tools that we humans have at our disposal; it allows a skilled programmer to interact with the world in complex and profound ways. At the same time, thanks to improvements in large language models (LLMs), there has also been a rapid development in AI agents that…

Cited by 32SourcePDFScholar
2025

TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks

NeurIPS 2025poster

We interact with computers on an everyday basis, be it in everyday life or work, and many aspects of work can be done entirely with access to a computer and the Internet. At the same time, thanks to improvements in large language models (LLMs), there has also been a rapid development in AI agents th…

Cited by 0SourceScholar
2022

FasterRisk: Fast and Accurate Interpretable Risk Scores

NeurIPS 2022accept

Over the last century, risk scores have been the most popular form of predictive model used in healthcare and criminal justice. Risk scores are sparse linear models with integer coefficients; often these models can be memorized or placed on an index card. Typically, risk scores have been created eit…