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Junlong Tong

Perceive, Solve, Reason: Progressive Capability Formation in Time Series-LLMs
2026 · Qiu, Xin, Tong, Junlong, et al. · arXiv (Cornell University)
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DIAL-OPD: Learning More from Fewer Tokens in On-Policy Distillation
2026 · Zhao, Anhao, Xin, Haoran, et al. · arXiv (Cornell University)
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Multimodal Duplex Interaction Agent
2026 · Orantqing, Ji, Shengpeng, et al. · arXiv (Cornell University)
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From Recognition to Understanding: Unlocking Cognitive Time Series Reasoning with LLMs
2026 · Qiu, Xin, Tong, Junlong, et al. · arXiv (Cornell University)
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ViCoStream: Streaming VideoLLMs Can Run Beyond 100 FPS with Stage-Wise Coordinated Inference
2026 · Tan, Yang, Tong, Junlong, et al. · arXiv (Cornell University)
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AdaSR: Adaptive Streaming Reasoning with Hierarchical Relative Policy Optimization
2026 · Tong, Junlong, Xu, Wenqi, et al. · arXiv (Cornell University)
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CompRank: Efficient LLM Reranking via Token-Level Compression and Decoding-Free Scoring
2026 · Lu, Xuan, Huang, Haohang, et al. · arXiv (Cornell University)
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ProactiveLLM: Learning Active Interaction for Streaming Large Language Models
2026 · Tong, Junlong, Zhang, Yao, et al. · arXiv (Cornell University)
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Decoupling KL and Trajectories: A Unified Perspective for SFT, DAgger, Offline RL, and OPD in LLM Distillation
2026 · Zhao, Anhao, Xin, Haoran, et al. · arXiv (Cornell University)
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Understanding domain-specific attribute constraints in multimodal sentiment analysis via ensemble multimodal large language models with structured multistage prompts
2026 · Rongfei Chen, Junlong Tong, et al. · Expert Systems with Applications
From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models
2026 · Tong, Junlong, Wang, Zilong, et al. · arXiv (Cornell University)
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Think-as-You-See: Streaming Chain-of-Thought Reasoning for Large Vision-Language Models
2026 · Zhang, Jialiang, Tong, Junlong, et al. · arXiv (Cornell University)
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What Do Visual Tokens Really Encode? Uncovering Sparsity and Redundancy in Multimodal Large Language Models
2026 · Fan, Yingqi, Tong, Junlong, et al. · arXiv (Cornell University)
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From Data to Model: A Survey of the Compression Lifecycle in MLLMs
2026 · Hao Wu, Junlong Tong, et al.
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HiDrop: Hierarchical Vision Token Reduction in MLLMs via Late Injection, Concave Pyramid Pruning, and Early Exit
2026 · Wu, Hao, Fan, Yingqi, et al. · arXiv (Cornell University)
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UTPTrack: Towards Simple and Unified Token Pruning for Visual Tracking
2026 · Wu, Hao, Wang, Xudong, et al. · arXiv (Cornell University)
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On-Policy Supervised Fine-Tuning for Efficient Reasoning
2026 · Zhao, Anhao, Chen, Ziyang, et al. · arXiv (Cornell University)
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Speak While Watching: Unleashing TRUE Real-Time Video Understanding Capability of Multimodal Large Language Models
2026 · Lin, Junyan, Tong, Junlong, et al. · arXiv (Cornell University)
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miniReranker: Efficient Multimodal Reranking through Visual Cache Reuse and Interaction Sparsity
2026 · Yingqi Fan, Xuan Lu, et al. · Findings of the Association for Computational Linguistics: EMNLP (Findings of EMNLP)
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PowerOPD: Stabilizing On-Policy Distillation with Bounded Power Transformation
2026 · Anhao Zhao, Junlong Tong, et al. · Conference on Empirical Methods in Natural Language Processing (EMNLP)
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From Static Inference to Dynamic Interaction: A Survey of Streaming Large Language Models
2026 · Junlong Tong, Zilong Wang, et al. · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)
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SkipGPT: Dynamic Layer Pruning Reinvented with Token Awareness and Module Decoupling
2025 · Zhao, Anhao, Ye, Fanghua, et al. · arXiv (Cornell University)
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LLM as Effective Streaming Processor: Bridging Streaming-Batch Mismatches with Group Position Encoding
2025 · Junlong Tong, Jinlan Fu, et al. · Findings of the Association for Computational Linguistics: ACL (Findings of ACL)
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Works count: 23
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