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EMNLPFindingsU VirginiaNetflixMicrosoftU WashingtonLLM reasoning & chain of thought

TeacherGRPO: Closing the Capacity Gap in Reasoning Distillation via Teacher Alignment

TeacherGRPO aligns teachers to student distributions via reinforcement learning to overcome reasoning distillation's Gap Curse and improves student performance.

Zhenyu Lei, Zihan Chen, Yaochen Zhu, Shangbin Feng and 4 more

Published Aug 20, 2026 · 0 citations

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NeurIPS 2026SpotlightMicrosoftU Wisconsin-MadisonRL for LLMs

ECHO: Terminal Agents Learn World Models for Free

ECHO trains terminal agents to predict environment responses for dense supervision, doubling GRPO pass@1 on TerminalBench-2.0.

Vaishnavi Shrivastava, Ahmed Awadallah, Dimitris Papailiopoulos

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 7 on Hugging Face

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NeurIPS 2026OralMassachusetts Institute of TechnMicrosoftPrincetonMITWeather & climate

Mechanism-Aware Ensemble Conditioning for Data-Limited Emulation of Extreme Events

Isabella Thiel, Juan M. Bello-Rivas, Yannis Kevrekidis, Themis Sapsis

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

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NeurIPS 2026Thinking Machines LabMicrosoftLLM pretraining & scaling laws

Rethinking Language Model Scaling under Transferable Hypersphere Optimization

Liliang Ren, Yang Liu, yelong shen, Weizhu Chen

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026MicrosoftMicrosoft ResearchResearch, MicrosoftMicrosoft Research, Redmond, WAMeta, transfer & few-shot learning

Test-Time Learning with an Evolving Library

Weijia Xu, Alessandro Sordoni, Chandan Singh, Zelalem Gero 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 2026MicrosoftAdvanced Micro DevicesU ChicagoMBZUAINVIDIAEfficient inference & serving

The $1/\mathcal{W}$ Law: Context Length is the Dominant Energy Lever in LLM Inference Fleets

Huamin Chen, Xunzhuo Liu, Yuhan Liu, Junchen Jiang and 3 more

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

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NeurIPS 2026Independent ResearcherResearch, MicrosoftMicrosoftIn-context learning & prompting

CAPO: A Primal-Dual Framework for Constraint-Aware Prompt Optimization

Victor Ye Dong, Reid Pryzant, Yi Liu, Jian Jiao

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

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NeurIPS 2026MicrosoftNortheasternSouthern Methodist University, SVideo-language models

AdShot: Benchmarking Multimodal Large Language Models for Video Advertisement Clipping

Wen Xie, Om Rastogi, Sai S Rangoju, Gijs Overgoor and 2 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026ZhejiangNanjingAlibaba GroupBeijing University of Chemical TZhejiang LabVision-language models

ALAM: Algebraically Consistent Latent Transitions for Vision-Language-Action Models

Zuojin Tang, Haoyun Liu, Xinyuan Chang, Changjie Wu and 10 more

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

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NeurIPS 2026CUHK & Microsoft Research AsResearch, MicrosoftMicrosoftU Illinois at Urbana-ChampaignThe Chinese University of Hong KAgent benchmarks & environments

RoutingBench: Can Agentic Routing Analysis Scale to Production Datacenter Networks?

Wenlong Ding, Zhixiong Niu, Jianan Yang, Fajun Zhang and 5 more

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

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NeurIPS 2026U Maryland, College ParkByteDanceCursorMetaMicrosoftImage recognition

LogT: Logically Think with Images for Visual Search

Yanjun Fu, Quanzeng You, Jiadong Guo, Yujie Lu and 5 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026SoochowResearch, MicrosoftMicrosoft Research AsiaStony BrookPekingRL for LLMs

Agent$^2$ RL-Bench: Can LLM Agents Engineer Agentic RL Post-Training?

Wanyi Chen, Xiao Yang, Xu Yang, Tianming Sha and 6 more

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

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NeurIPS 2026U Science and Technology of ChinMicrosoftMicrosoft Research Asia VancouveByteDance Inc.Recommender systems

PreDiff: Sequential Recommendation by Denoising Preference Distributions

Yaoqi Chen, Jianjin Zhang, Qi Chen, Weihao Han 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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NeurIPS 2026PrincetonArizona StateMicrosoftAgent benchmarks & environments

Synthetic Tasks for Training AutoResearch

Ziyang Cai, Seyyedamirhossein Saeidi, Harkirat Singh Behl

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U Wisconsin, MadisonMicrosoftAgent benchmarks & environments

Synthetic Web: Benchmarking Language Agents under Adversarial Search Ranking

Shrey Shah, Levent Ozgur

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026MicrosoftU WashingtonStanfordResearch, MicrosoftPUC-RIORL for LLMs

Multi-Turn RL Makes Small Language Model Competitive for Optimization Modeling

Xinzhi Zhang, Zeyi Chen, Humishka Zope, Hugo Barbalho and 5 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026MicrosoftMetaRL for LLMs

Relaxed On-Policy Distillation: Selective Credit Allocation for Scaling Reasoning Efficiently

Jongwoo Ko, Sara Abdali, Young Jin Kim, Tianyi Chen and 1 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026SpotlightTsinghuaMicrosoftU TorontoMassachusetts Institute of TechnResearch, MicrosoftMulti-agent LLM systems

STAR-Math: Multi-Agent Mathematical Reasoning under Persistent Meta-Strategic Supervision

Jiaao Wu, Xian Zhang, Hanzhang Liu, Sophia Zhang 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 2026StanfordPrincetonHarvardUIUCFacebookCode generation

ProgramBench: Can Language Models Rebuild Programs From Scratch?

John Yang, Kilian Lieret, Jeffrey Ma, Parth Thakkar and 8 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026TsinghuaInstitute for AI Industry ResearInstitute of AI Industry ResearcU the Chinese Academy of ScienceDell TechnologyLLM evaluation & benchmarks

CSBench: A Comprehensive Benchmark for Evaluating Project-Level System Construction in Computer Science

Hongli Yu, Huan-ang Gao, Botian Wang, Hanlin Wu and 11 more

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

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NeurIPS 2026U Technology SydneyTsinghuaMicrosoft ResearchMicrosoftTsinghua University, TsinghuaVision-language-action models

Unified Noise Steering for Efficient Human-Guided VLA Adaptation

Junjie Lu, Xinyao Qin, Yuhua Jiang, Kaixin Wang and 5 more

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

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NeurIPS 2026PekingBeijing University of Posts and MicrosoftImage recognition

TreemapMix: Dirichlet-Controlled Multi-Image Augmentation for Probability and Ordinal Supervision

Ejafa Bassam, Konstantin Garbers, Yingsheng Geng, Dalton Jens 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 2026Indian Institute of Technology, MicrosoftAalto University / IIT BombayIIT BombayMicrosoft Research Lab IndiaGraphs & LLMs

Active Corpus Selection for Training Subgraph Retrievers Using OOD Queries

Pritish Chakraborty, Aditya Singh, Indradyumna Roy, Lokesh N 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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NeurIPS 2026Chinese University of Hong Kong,MicrosoftChinese University of Hong KongThe Chinese University of Hong KLLM reasoning & chain of thought

EmpathyChat: Structured Cognitive Reasoning in Empathetic Spoken Dialogue

Dingdong WANG, Shujie LIU, Jinyu Li, Yuxuan Hu and 5 more

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

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NeurIPS 2026ProximalMicrosoft ResearchMicrosoftLLM evaluation & benchmarks

fxBench: Evaluating and Understanding Formula Suggestions in Spreadsheets

Sanket Mhatre, Sumit Gulwani, Vu Le, Yasharth Bajpai and 1 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 Illinois at Urbana-ChampaignMicrosoft AIMicrosoftMicrosoft ResearchUIUCSparse autoencoders

Cascaded Sparse Autoencoders LearnMulti-Level Visual Concepts in Multimodal LLMs

Yusong Zhao, Hengyi Wang, Tanuja Ganu, Akshay Nambi and 1 more

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

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70%Highly rated
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NeurIPS 2026UC BerkeleyMicrosoftMicrosoft ResearchProteins

Bigger Isn’t Better: Why the Indiscriminate Scaling of Foundation Models Can’t Solve Biology

Kathryne Metcalf, Lorin Crawford, Mary L Gray, Kevin K Yang and 1 more

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

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NeurIPS 2026MicrosoftMicrosoft ResearchGoogle DeepmindMicrosoft Research AsiaMulti-agent LLM systems

The Era of Agentic Organization: Learning to Organize with Language Models

Zewen Chi, Li Dong, Qingxiu Dong, Yaru Hao and 3 more

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

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NeurIPS 2026U California, DavisMicrosoftAmazonUC DavisAgent benchmarks & environments

ContractBench: Can LLM Agents Preserve Observation Contracts?

Jicheng Wang, Yifeng He, Zili Wang, Hanwen Xing and 2 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026AuburnU Texas at San AntonioCardiffU Central FloridaU South DakotaAI oversight & deception

Exploring Advertising Manipulation in Diffusion Image Generation

Tianshi Che, Yang Zhou, Yushan Mu, Zeru Zhang and 7 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026National University of Defense TMicrosoftRenmin University of ChinaPekingShandongLLM reasoning & chain of thought

Mining Logic under Uncertainty: Probabilistic Soft Logic with Energy-Based Inference for Chain-of-Thought Verification

Jiang Yu, Jinlong Tian, Kewei Cheng, Yue He and 6 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Maxora AI and National TaiwanMaxora AIAIWaysion Inc.MicrosoftNational TaiwanMolecules & drug discovery

SSD: Shell-Guided Spherical Diffusion for Molecular Geometry Generation

Yun-Yen Chuang, Chen-Sheng Gu, Hung-Min Hsu, Kevin Lin 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 2026South China NormalMicrosoftCentral SouthCoupangLLM reasoning & chain of thought

CoTrek: Toward Scalable On-Policy Distillation for Long Chain-of-Thought Reasoning

Heng Zhang, Chengyu Zhou, Jiajun Wu, Estella Liu and 7 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026South China NormalMicrosoftCentral SouthCoupangLLM agents & planning

PolyMind: Exploring Width Scaling for Reflective Reasoning in Language Agents

Heng Zhang, Chengyu Zhou, Jiajun Wu, Estella Liu and 7 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026National University of SingaporeMicrosoft3D generation

HoloCode: A Code-Centric Multi-Agent Framework for Image-to-3D Scene Generation

Hanlin Chen, Chung-Ching Lin, Yuyang Zhao, Dongyue Lu and 6 more

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

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NeurIPS 2026U DelawareMicrosoftInstruction tuning

When Does Subspace Direction Matter for LoRA? Regime Analysis of the Magnitude Principle in Few-Shot Adaptation

Nischal Subedi, Cencheng Shen, Peng Zhao

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Microsoft ResearchMicrosoftIndian Institute of Technology, IIT BombayOptimization

A Cross-Interaction Neural Architecture for Submodular Functions

SOUTRIK SARANGI, Aditya Singh, Vansh Maheshwari, Abir De

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

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NeurIPS 2026MicrosoftPrincetonU Virginia, CharlottesvilleU ChicagoInformation retrieval

Data Auctions for Retrieval Augmented Generation

Minbiao Han, Seyed A Esmaeili, Michael Albert, Haifeng Xu

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026NortheasternStanfordAmazonAmazon ScienceMicrosoftSynthetic data

Firefly: Illuminating Verified Real-world Tool Call Data Generation

Yuxuan Lu, Ziyi Wang, Yingzhou Lu, Yisi Sang and 11 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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67%Highly rated
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NeurIPS 2026The Chinese University of Hong KMicrosoftChinese University of Hong Kong,Spoken language models

Is Text All You Need? Text as a Universal Information Bottleneck for Speech LLMs

Ming-Hao Hsu, Yuxuan Hu, Shujie LIU, Jinyu Li and 1 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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