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Showing papers from University of California, Berkeley Show all papers

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ICLR 2025U California, BerkeleyAlibaba GroupSoftware engineering agents

OpenHands: An Open Platform for AI Software Developers as Generalist Agents

OpenHands is an open MIT-licensed platform for building AI software developers that evaluate agents on SWE-BENCH and WebArena benchmarks.

Xingyao Wang, Boxuan Li, Yufan Song, Frank F. Xu and 20 more

Published Jul 23, 2024 · 15 citations · ▲ 90 on Hugging Face · Code ★ 90,160

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lenient 5/5
medium 2/10
strict 0/5
72%Highly rated
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ACL 2024U WashingtonU California, BerkeleyHong Kong University of Science Carnegie MellonHallucination & factuality

Don’t Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration

Multi-LLM collaboration detects knowledge gaps to make LLMs abstain from wrong answers instead of hallucinating.

Shangbin Feng, Weijia Shi, Yike Wang, Wenxuan Ding and 2 more

Published 2024 · 37 citations

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8/21 AI panelreviewers recommend it

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AI panel: 8 of 21 reviewers recommend it
lenient 5/5
medium 3/11
strict 0/5
89%Must read
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arXivU California, BerkeleyStanfordU California San DiegoEfficient inference & serving

Efficient Memory Management for Large Language Model Serving with PagedAttention

PagedAttention applies OS virtual memory and paging to LLM key-value caches, reducing waste and duplication to boost vLLM throughput 2-4x over existing systems.

Woosuk Kwon, Zhuohan Li, Siyuan Zhuang, Ying Sheng and 5 more

Published Sep 12, 2023 · 50 citations · ▲ 76 on Hugging Face · Code ★ 86,094

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16/21 AI panelreviewers recommend it

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AI panel: 16 of 21 reviewers recommend it
lenient 5/5
medium 8/11
strict 3/5
67%Highly rated
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NeurIPS 2026PekingInstitute of automation, ChineseU the Chinese Academy of ScienceLightwheel AIU California, BerkeleySim-to-real

WorldComposer: Generative High-Fidelity Simulation with Digital Cousins for Generalizable Robot Learning and Evaluation

Jasper Lu, Zhenhao Shen, Yuanfei Wang, Shugao Liu and 7 more

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

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2/20 AI panelreviewers recommend it

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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
45%Niche pick
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NeurIPS 2026U Illinois at Urbana-ChampaignPediaMed AIU Illinois, Urbana ChampaignU California, BerkeleyGeorgia TechMultimodal reasoning

GRASP: Learning to Ground Social Reasoning in Multi-Person Non-Verbal Interactions

Junho Kim, Xu Cao, Houze Yang, Bikram Boote and 5 more

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

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NeurIPS 2026U QueenslandU MelbourneU California, BerkeleyUC BerkeleyDeep learning theory

Why Heavy-Tailed Weights Predict Model Quality

Joseph Wilson, Chris van der Heide, Liam Hodgkinson, Zhichao Wang and 2 more

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

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57%Worth a look
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NeurIPS 2026U California, BerkeleyUC BerkeleyDomain adaptation

Bridging the Simulation-to-Experiment Gap with Adversarial Distribution Alignment

Kai Nelson, Tobias Kreiman, Sergey Levine, Aditi Krishnapriyan

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

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lenient 1/5
medium 0/10
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67%Highly rated
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NeurIPS 2026Shanghai JiaotongShanghai Jiaotong University, ShU California, BerkeleyU Science and Technology of ChinCOWAROBOTNavigation & SLAM

FlashPlanner: Real-Time Goal-Conditioned Flow-Matching Planning for Autonomous Driving with Online RL Fine-Tuning

Qifeng Li, Yubing Gao, Xiaosong Jia, Zhiliu Liu and 4 more

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

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lenient 2/5
medium 0/10
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NeurIPS 2026UC BerkeleyTransluceValence Labs / RecursionU California, BerkeleyBandits & online learning

Assistive Dueling Bandits: No-Regret Algorithms for Assisting No-Regret Users

Mark Bedaywi, Cassidy Laidlaw, Austin Tripp, Nika Haghtalab

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

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NeurIPS 2026U California, San DiegoU California, BerkeleyDeep learning theory

NTK Regression under dual power-law model: Deterministic Equivalents via SDE and PDE Methods

Collin Cranston, Zhichao Wang, Todd Kemp

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

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57%Worth a look
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NeurIPS 2026StanfordU California, BerkeleyUC BerkeleyMaterials & chemistry

CME–SpectrumBench: Can LLMs Analyze Condensed Matter Spectral Data?

Jin Gene Wong, Anjney Midha, Joseph Tennyson, Wei-Lin Chiang and 2 more

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

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lenient 1/5
medium 0/10
strict 0/5
67%Highly rated
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NeurIPS 2026TsinghuaeinsiaShanghai Jiao TongThe Hong Kong University of ScieNanjingSoftware engineering agents

Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering with Generative Optimization

Dapeng Jiang, Yizhe Chi, Kaisen Yang, Tianwei Luo and 18 more

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

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lenient 2/5
medium 0/10
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NeurIPS 2026U California, BerkeleySeoul NationalELLIS Unit Linz & LIT AI LabMassachusetts Institute of TechnKU LeuvenVisual grounding

Visual Grounding First, Multimodal In-context Learning Follows

Minhyuk Seo, Minjae Lee, Chaeeun Lee, Wei Lin 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 2026U California, BerkeleyTsinghuaUC BerkeleyAutoML & architecture search

Frontier Task Synthesis Via Solution-Centric Evolution

Yangzhen Wu, Aaron Li, Wenjie Ma, Li Cao and 9 more

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

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57%Worth a look
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NeurIPS 2026FudanU California, Berkeley3D vision & reconstruction

Attention Itself Could Retrieve. RetrieveVGGT: Training-Free Long Context Streaming 3D Reconstruction via Query-Key Similarity Retrieval

Zichen Zou, Xiaosong Jia, Zuxuan Wu, Yu-Gang Jiang

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

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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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NeurIPS 2026UC BerkeleyMicrosoft ResearchU California, BerkeleyOpenAIEECS, UC BerkeleyEfficient inference & serving

SPECS: Faster Test-Time Scaling through Speculative Drafts and Dynamic Switching

Mert Cemri, Nived Rajaraman, Rishabh Tiwari, Xiaoxuan Liu and 5 more

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

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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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NeurIPS 2026U California, BerkeleyUC BerkeleyTool use & function calling

I-PTC: Interactive Programmatic Tool Calling for Stateful Tool-Augmented Agents

Huanzhi Mao, Chengkun Cao, Shuo Yuan, Joseph Gonzalez

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · 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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57%Worth a look
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NeurIPS 2026U California, Santa CruzU California, BerkeleyUC BerkeleyAgent benchmarks & environments

SudoBench: A Contextual Authorization Benchmark for LLM Agents

Vincent Siu, Tianneng Shi, Shangding Gu, Zhun Wang and 2 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 California, BerkeleyEcole Normale Supérieure Paris-SU Toronto & Vector InstituteU California, San DiegoOptimization

Gradient Descent on Two ReLU Neurons: Global Landscape and Bifurcation Dynamics

Binghua Li, Mengzhe Li, Denny Wu, Tianhao Wang

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

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