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arXivThe University of Texas at AustiZhejiangHong Kong PolytechnicU Science and Technology of ChinBeijing University of Posts and LLM reasoning & chain of thought

On the Geometry of On-Policy Distillation

On-policy distillation updates occupy a sparse, low-dimensional parameter subspace that is functionally sufficient and geometrically distinct from supervised fine-tuning and reinforcement learning.

Zhennan Shen, Yanshu Li, Qingyu Yin, Chak Tou Leong and 5 more

Published Jun 5, 2026 · 0 citations · ▲ 75 on Hugging Face

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KDD 2026NankaiBeihangGraph transformers

Invariant Graph Transformer for Out-of-Distribution Generalization

GOODFormer improves graph transformer out-of-distribution generalization by jointly learning invariant predictive subgraphs, evolving positional encodings, and invariant representations.

Tianyin Liao, Ziwei Zhang, Yufei Sun, Chunyu Hu and 1 more

Published Apr 20, 2026 · 0 citations

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lenient 2/5
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80%Must read
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U Notre DameWashington University in St. LouPurdue University West LafayetteU Illinois Urbana-ChampaignNankaiInstruction tuning

From Personal to Collective: On the Role of Local and Global Knowledge in LLM Personalization

LoGo augments individual user signals with evolving global and community-level behavioral patterns via adaptive mediation, improving LLM personalization and reducing overfitting.

Zehong Wang, Junlin Wu, Zhaoxuan Tan, Bolian Li and 3 more

Published 2026 · 0 citations

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5
57%Worth a look
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NeurIPS 2026NankaiTianjinFederated learning

Confounding-Aware Client Selection in Federated Learning via Causal Mediation Analysis

Xiaoyang Yi, Yuru Bao, Rihao Chang, Binhan Yang 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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57%Worth a look
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NeurIPS 2026SJTUNankaiAlibaba GroupBeihangShanghai JiaotongDiffusion models

What Matters for Diffusion-Friendly Latent Manifold? Prior-Aligned Autoencoders for Latent Diffusion

Zhengrong Yue, Taihang Hu, Mengting Chen, Haiyu Zhang 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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45%Niche pick
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NeurIPS 2026FudanU Hong KongShanghai JiaotongXi'an JiaotongNankaiVision-language models

MedVTok: A General-Purpose Medical Visual Tokenizer

Chenglong Ma, Yuanfeng Ji, Junzhi Ning, Jiyao Liu and 17 more

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

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NeurIPS 2026Xi'an JiaotongNankaiShanghai JiaotongShanghai Jiao TongVision-language-action models

TGPO: Trace-Guided Policy Optimization for Robot Task Planning via Verifiable Subgoal Generation

Zhihong Liu, Yang Li, RenMing Huang, Chendong Zeng and 2 more

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

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NeurIPS 2026Nanjing University of Science anNankaiNanjing University / RIKENNanjingDiffusion models

Beyond Generation: Unlocking Discriminative Representations from Diffusion Models

Haowen Cui, Ge Wu, Shuo Chen, Yikai Ge and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Science and Technology of ChinU California, BerkeleyShanghai JiaotongNankaiCOWAROBOT3D generation

LiFi: LiDAR Generation from Multi-View Images via Geometric and Semantic Collaborative Guidance

Sizhuo Zhou, Xiaosong Jia, Fanrui Zhang, Qifeng Li and 9 more

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

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NeurIPS 2026Institute of automation, ChineseNankaiZhejiangU the Chinese Academy of ScienceInstitute of automation, ChineseLLM evaluation & benchmarks

SoDeArena: A Socially-Situated Reasoning Benchmark for Large Language Models

Senhao Yang, Ziling Yuan, Xiaoran Yang, Yaqing Wang and 6 more

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

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NeurIPS 2026Shanghai JiaotongXiamenDalian University of TechnologyNankaiHarbin EngineeringAgent benchmarks & environments

PCBInnoBench: Benchmarking LLM Agents on Real-World PCB Design

Fuyuan Xia, Jiaxin Hu, Kewei Yu, Zihan Zhang and 12 more

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

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NeurIPS 2026NanKaiNankaiShandong JianzhuJilinHarbin Institute of TechnologyVision-language models

Counterfactual Instruction Grounding for Vision-Language-Action Models

Shiyu Liu, Yu Zhou, Meng Liu, Xuanming Guo and 1 more

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

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NeurIPS 2026NankaiTsinghuaHuazhong University of Science aU the Chinese Academy of SciencevivoAgent memory

PreCoMem: Predictive Cognitive Memory for Self-Evolving Long-Term Dialogue Agents

Jian Zhong, Zeyu Liu, Pingchuan Cao, Rongduo Han and 7 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026TsinghuaTsinghua University, TsinghuaNankaiBeijing UnionAlibaba GroupDeep RL

Feasible Policy Optimization for Safe Reinforcement Learning

Yujie Yang, Yuanxu Sun, Wenyu Li, Beiyan Jiang and 2 more

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

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lenient 1/5
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NeurIPS 2026NankaiShanghai JiaotongSemi- & weakly supervised learning

Resilient Semi-Supervised Inference with Heterogeneous Unlabeled Data

Mengyuan Wang, Chengde Qian, Haojie Ren, Changliang Zou

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightNankaiNankai University Nanjing University of Science anNanjingSegmentation

MonoChunk3D: Monocular Online 3D Instance Segmentation with Persistent Instance States

Yibo Zhao, Jingzhi Zhou, Yigong Zhang, Jian Yang and 1 more

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

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NeurIPS 2026Civil Aviation University of ChiNankai3D vision & reconstruction

SynGS: Synergistic Continual Learning and Change Detection with Gaussian Splatting

Rui Huang, Haojie Tao, Sen Gao, Qing Guo

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026FudanNankaiOffline RL

Post-Selection-Safe Pessimistic Utilities for Offline Multi-Objective Reinforcement Learning

Mingxi Hu, Meiling Yu

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

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NeurIPS 2026NankaiAlibaba GroupAnt GroupRenmin University of ChinaDiffusion models

Diffusion Transformers with Residual Adaptive Layer Normalization

Ge Wu, Minxing Luo, Yikai Ge, Lei Wang and 7 more

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

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NeurIPS 2026Computer Vision Center, UniversiUniversitat Autónoma de BarcelonNankaiComputer Vision Center BarcelonaCity University of Hong Kong3D generation

DiDE: Direct Injection with Color-Texture DEcoupling for 3D Stylization

Tao Wu, Alexandra Gomez-Villa, Senmao Li, Yaxing Wang and 2 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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