Siyuan Li

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authored 6 papers about 11 hours ago

Programming with Data: Test-Driven Data Engineering for Self-Improving LLMs from Raw Corpora

Paper • 2604.24819 • Published 29 days ago • 89

Intern-Atlas: A Methodological Evolution Graph as Research Infrastructure for AI Scientists

Paper • 2604.28158 • Published 26 days ago • 49

NanoResearch: Co-Evolving Skills, Memory, and Policy for Personalized Research Automation

Paper • 2605.10813 • Published 15 days ago • 16

PaperFit: Vision-in-the-Loop Typesetting Optimization for Scientific Documents

Paper • 2605.10341 • Published 15 days ago • 34

PAGER: Bridging the Semantic-Execution Gap in Point-Precise Geometric GUI Control

Paper • 2605.15963 • Published 11 days ago • 16

RankE: End-to-End Post-Training for Discrete Text-to-Image Generation with Decoder Co-Evolution

Paper • 2605.21195 • Published 6 days ago • 14

authored 2 papers 3 months ago

The Trinity of Consistency as a Defining Principle for General World Models

Paper • 2602.23152 • Published Feb 26 • 202

Thinking with Drafting: Optical Decompression via Logical Reconstruction

Paper • 2602.11731 • Published Feb 12 • 35

authored 2 papers 6 months ago

GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models

Paper • 2511.11134 • Published Nov 14, 2025 • 33

MergeDNA: Context-aware Genome Modeling with Dynamic Tokenization through Token Merging

Paper • 2511.14806 • Published Nov 17, 2025 • 11

authored a paper 7 months ago

MergeMix: A Unified Augmentation Paradigm for Visual and Multi-Modal Understanding

Paper • 2510.23479 • Published Oct 27, 2025 • 18

authored 2 papers 10 months ago

Life-Code: Central Dogma Modeling with Multi-Omics Sequence Unification

Paper • 2502.07299 • Published Feb 11, 2025 • 2

Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning

Paper • 2507.21049 • Published Jul 28, 2025 • 41

authored 2 papers 12 months ago

SimVPv2: Towards Simple yet Powerful Spatiotemporal Predictive Learning

Paper • 2211.12509 • Published Nov 22, 2022

Taming LLMs by Scaling Learning Rates with Gradient Grouping

Paper • 2506.01049 • Published Jun 1, 2025 • 39

authored 5 papers about 1 year ago

OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning

Paper • 2306.11249 • Published Jun 20, 2023 • 2

From Words to Structured Visuals: A Benchmark and Framework for Text-to-Diagram Generation and Editing

Paper • 2411.11916 • Published Nov 18, 2024 • 3

AutoMix: Unveiling the Power of Mixup for Stronger Classifiers

Paper • 2103.13027 • Published Mar 24, 2021 • 1

Boosting Discriminative Visual Representation Learning with Scenario-Agnostic Mixup

Paper • 2111.15454 • Published Nov 30, 2021

Harnessing Hard Mixed Samples with Decoupled Regularizer

Paper • 2203.10761 • Published Mar 21, 2022