AI research projects

Reproducible benchmarks, research systems, and open-source implementations connected to our publications.

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9 projects

Research2026

LLMPopcorn

An LLM-assisted pipeline for generating and evaluating titles, cover prompts, and short-video prompts designed for audience appeal.

PythonRAGVideo Generation
Open source2026

MetaSR

The official implementation of a meta-learning framework that bridges next-item prediction and masked-language modeling for recommendation.

PythonMeta-LearningSequential Recommendation
Benchmarks2026

MMPCBench

A benchmark for measuring how multimodal language models reconstruct missing product text or imagery and support recommendation.

PythonMultimodal LLMsRecommendation
Benchmarks2026

PhysicsMind

A simulation-and-real-world benchmark for testing physical reasoning and prediction in vision-language and world models.

PythonVLM EvaluationVideo Generation
Benchmarks2026

SkillAudit

Skill-centered assessment for agent skills across utility, efficiency and cost, and safety, backed by sandboxed execution evidence.

PythonDockerBrowser Extension
Open source2025

AMBER

An adaptive meta-balancing framework for integrating heterogeneous graph signals in knowledge tracing.

PythonGraph LearningKnowledge Tracing
Open source2025

FDRec

Frequency-decoupled knowledge distillation for reducing multimodal recommendation cost while preserving useful cross-modal signals.

PythonKnowledge DistillationRecommendation
Open source2025

IISAN-Versa

A decoupled parameter-efficient adaptation framework for symmetric and asymmetric multimodal foundation models in recommendation.

PythonPEFTSequential Recommendation
Research2025

SOLAR

An open implementation for aligning language-model recommenders with both relevance and serendipity objectives.

PythonLLM AlignmentRecommendation