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Showing papers from Institute of Information Engineering, Chinese Academy of Sciences Show all papers

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NeurIPS 2026Institute of Information EngineeInstitute of Information EnginerJD.comInstitute of Information EngineeJoy Future Academy at JD.ComRL for LLMs

Co-Evolving Policy Distillation

Co-Evolving Policy Distillation co-trains experts via bidirectional online policy distillation during RLVR to avoid divergence and absorption gaps, integrating multi-modal reasoning to surpass domain-specific experts.

Naibin Gu, Chenxu Yang, Qingyi Si, Chuanyu Qin and 6 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 67 on Hugging Face

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medium 7/10
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NeurIPS 2026Institute of Information EngineeKey Laboratory of Intelligent InChinese Academy of SciencesInstitute of Computing TechnologAlibaba GroupInstruction tuning

ToPA: Block-wise Toeplitz Adaptation for Expressive and Efficient Fine-Tuning

Sicong Li, Qianqian Xu, Zhiyong Yang, Zitai Wang and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Institute of Information EngineeShanghai University of Finance aCMUIQuest ResearchRenmin University of ChinaMechanistic interpretability

Iterative Nonlinear Computation Underlying Abstract Reasoning

Zitian Gao, Yilong Chen, Yihao Xiao, Xinyu Yang and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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57%Worth a look
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NeurIPS 2026ZhejiangThe Australian NationalInstitute of Information EngineeSoftware engineering agents

BootstrapAgent: Turning Repository Setup into Reusable Agent Knowledge

Sihan Fu, Oucheng Liu, Shiyuan Wang, Jin Shi and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Institute of Information EngineeAlibabaVivoAlibaba GroupU TrentoVision-language models

SkillCIR: Intent-Guided Skill Composition for Training-Free Composed Image Retrieval

Yuanmin Tang, Lin Li, Yang Du, Yuan Gao and 7 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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78%Highly rated
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NeurIPS 2026Institute of Information EngineeBeijing University of AeronauticCASIAAlibaba GroupAgent benchmarks & environments

VeriTrip: A Verifiable Benchmark for Travel Planning Agents over Unstructured Web Corpora

VeriTrip benchmarks travel planning agents via evidence-grounded reasoning over noisy multimodal web corpora, revealing a retrieval-reasoning trade-off that erodes instruction retention.

Yuting Xu, Jiayi Tian, Jian Liang, Xin Xiong and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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lenient 5/5
medium 5/10
strict 1/5
76%Highly rated
NeurIPS 2026SpotlightInstitute of Information EnginerInstitute of Information EngineeJD.comU the Chinese Academy of ScienceInstitute of Information EngineeRL for LLMs

Self-Distilled RLVR

RLSD combines RLVR and self-distillation, using token-level policy differences for update magnitudes and environmental feedback for directions, improving convergence and stability.

Chenxu Yang, Chuanyu Qin, Qingyi Si, Minghui Chen and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 145 on Hugging Face

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lenient 3/5
medium 6/10
strict 1/5
80%Must read
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NeurIPS 2026East China NormalJD.comU the Chinese Academy of ScienceInstitute of Information EnginerInstitute of Information EngineeVideo-language models

Harnessing Streaming Video in the Wild

Streaming-Train-248K and Streaming Harness adapt VLMs to real-time video streams with proactive interaction, 12-hour memory, and sub-second latency.

Dingyu Yao, Shuhuan Gu, Qingyi Si, Junhao Zhou and 7 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 2/5
80%Must read
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NeurIPS 2026U the Chinese Academy of ScienceTsinghuaTencent HYInstitute of Information EngineeNankaiVisual grounding

Learn where to Click from Yourself: On-Policy Self-Distillation for GUI Grounding

GUI-SD uses on-policy self-distillation with privileged visual contexts and entropy-guided distillation for GUI grounding, outperforming GRPO methods in accuracy and efficiency.

Yan Zhang, Daiqing Wu, Huawen Shen, Can Ma and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 5 on Hugging Face

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5
83%Must read
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NeurIPS 2026Institute of Information EngineeU the Chinese Academy of ScienceInstitute of Information EngineeControllable generation

NP-LoRA: Null Space Projection for Subject-Style LoRA Fusion

NP-LoRA fuses subject and style LoRAs via null-space projection to reduce subspace interference, improving controllable generation without retraining.

Chuheng Chen, Xiaofei Zhou, Geyuan Zhang, Yong Huang and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 1/5
78%Highly rated
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NeurIPS 2026Institute of Information EngineeInstitute of Information EngineeU the Chinese Academy of ScienceJiangxi University of Finance anSAIT-China Lab, Samsung ResearchLLM reasoning & chain of thought

Mitigating Overthinking in Large Reasoning Language Models via Reasoning Path Deviation Monitoring

A reasoning path deviation metric detects high-entropy overthinking tokens to dynamically terminate redundant reasoning, improving performance and efficiency over existing early-exit methods.

Weixin Guan, Liang Li, Jiapeng Liu, Bing Li and 5 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 0/5
74%Highly rated
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NeurIPS 2026National University of SingaporeZhejiangInstitute of Information EngineeYoutu Lab, TencentByteDance Inc.Video generation

SPIRAL: Self-Evolving Action-Conditioned Video Generation via Reflective Planning Agents

SPIRAL uses sequential planning and reflective agents in a closed loop to generate long-horizon action-conditioned videos with iterative refinement and self-evolving post-training.

Yu Yang, Yue Liao, Jianbiao Mei, Baisen Wang and 7 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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9/20 AI panelreviewers recommend it

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AI panel: 9 of 20 reviewers recommend it
lenient 4/5
medium 5/10
strict 0/5