Suyuchen Wang
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    • System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts
    • Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
    • AlignVLM: Bridging Vision and Language Latent Spaces for Multimodal Understanding
    • BigDocs: An Open Dataset for Training Multimodal Models on Document and Code Tasks
    • CARE: Improving Context Fidelity via Native Retrieval-Augmented Reasoning
    • FinSage: A Multi-aspect RAG System for Financial Filings Question Answering
    • GraphOmni: A Comprehensive and Extendable Benchmark Framework for Large Language Models on Graph-theoretic Tasks
    • LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models
    • MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation
    • R(^mbox3)Mem: Bridging Memory Retention and Retrieval via Reversible Compression
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    • Rethinking Decentralized Learning: Towards More Realistic Evaluations with a Metadata-Agnostic Approach
    • STRICT: Stress-Test of Rendering Image Containing Text
    • VCR: Pixel-Level Complex Reasoning by Restoring Occluded Text
    • WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation
    • FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval
    • LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models
    • Resonance RoPE: Improving Context Length Generalization of Large Language Models
    • DiffTune: A Diffusion-Based Approach to Diverse Instruction-Tuning Data Generation
    • Efficient Classification of Long Documents via State-Space Models
    • Multimodal Multi-Hop Question Answering Through a Conversation Between Tools and Efficiently Finetuned Large Language Models
    • QEN: Applicable Taxonomy Completion via Evaluating Full Taxonomic Relations
    • Enquire One's Parent and Child Before Decision: Fully Exploit Hierarchical Structure for Self-Supervised Taxonomy Expansion
    • Anchored Model Transfer and Soft Instance Transfer for Cross-Task Cross-Domain Learning: A Study Through Aspect-Level Sentiment Classification
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    • IFT 6289 - Winter 2024
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System-1.5 Reasoning: Traversal in Language and Latent Spaces with Dynamic Shortcuts

May 1, 2025·
Xiaoqiang Wang
,
Suyuchen Wang
,
Yun Zhu
,
Bang Liu
· 0 min read
Cite URL
Type
Conference paper
Publication
Advances in Neural Information Processing Systems (NeurIPS 2025)
Last updated on Mar 9, 2026
Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems Jan 1, 2025 →

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