VITA circuit hand and human hand artwork
Vita is Latin for Life — and life’s too short for boring research.

Recent News

Research

2026

Sep 2026
  • 1 CoRL'26 (affordance reasoning) accepted

Aug 2026
  • 1 IEEE TPAMI (FarSight) accepted

  • 3 EMNLP'26 (Text2Alpha, summary distortion, Fund2Persona) accepted

Jul 2026
  • 1 NSDI'27 (learned CPU scheduler) accepted

  • 4 COLM'26 (LLM brain rot + agent optimizer + LLM emotion + verifiable process supervision) accepted 

Jun 2026
  • 1 ECCV'26 (CrashTwin) + 1 IROS'26 (aerial-ground geometric alignment) accepted

May 2026
  • 1 TMLR (multimodal unlearning) accepted

Apr 2026
  • 7 ICML'26 (test-time optimal control + MEMO + GradientStabilizer + diffusion spectral representation + graph FM theory + reasoning interpretability  + parameter generation) accepted

  • 1 CAIS'26 (scaling textual gradient) accepted

  • 2 NeuS'26 (VLN-zero + logistic FM) accepted

Mar 2026
  • 1 IJCV (3D editing) accepted

Feb 2026
  • 3 CVPR'26 (VLM-3R + HumanNova + VGGT subspace) accepted

  • 1 IEEE Signal Processing Magazine (tutorial on low-rank LLMs) accepted

Jan 2026
  • 4 ICLR'26 (Nabla-reasoner + NEON + MoE kernel + RAPID-3) accepted

  • 3 CPAL'26 (MoE generalization + duo mixture + optimal k-discretization) accepted

  • 1 ICRA'26 (formal verification-guided prompting) accepted

2025

Oct 2025
Nov 2025
  • 1 AAAI'26 (Oscillation flow inversion), 1 3DV'26 (VideoLifter), and 1 WACV'26 (FlowMorph) accepted

Dec 2025
  • 1 AAMAS'26 (neurosymbolic multi-agent planning) accepted

Jul 2025
  • 5 COLM'25 (SPIN-Bench + test-time scaling world model + streerable reasoning + LoX + multi-model alignment) accepted

Jun 2025
  • 1 JAMA (PanEcho; IF = 63.1) accepted

Aug 2025
  • 1 EMNLP'25 (MedHallu) accepted

Sep 2025
  • 7 NeurIPS'25 (Drag-and-Drop LLMs + RPG + HASTE + graph KV + reasoning deadlock + SAS + Martian World Model) accepted

May 2025
  • 7 ICML'25 (low-rank LLM weight theory + geo-distributed LLM pre-training + alignment as plain statistical estimation + scale separation in μP + contextualized equivariant PE + linear attention transformer + multi-view video generation) accepted

  • 1 ACL'25 (Time-MQA) accepted

Apr 2025
  • 2 NeuS'25 (symbolic emergence from NN gradient training + in-memory neurosymbolic) accepted

Feb 2025
  • 5 CVPR'25 (FlexGS + Steepest Descent 3DGS + Feature4X + StreamingT2V + small VLM guidance) accepted

  • 2 MLSys'25 (APOLLO + formalized VLM uncertainty) accepted

  • 1 PNAS Nexus (neurosymbolic AI) accepted

  • 1 DMLR (DL for scRNA-seq analysis) accepted

Jan 2025
  • 7 ICLR'25 (SSM bottleneck + transformer gradient flow + LLaMaFlex + R-Sparse + spike-aware Adam + 4K4DGen + HD-Painter) accepted

  • 1 AISTATS'25 (SteinDreamer) accepted

2024 and earlier

2024

Dec 2024
  • 1 AAAI'25 (certified sparse transfer) accepted

Nov 2024
  • 1 Lancet Digital Health (AI cardiac imaging) accepted

Oct 2024
  • 1 TMLR (amortized 3D Gaussians) accepted

  • We thank Matthew Berman for the very cool video [Youtube] highlighting our latest work, OpenAI o1 planning benchmark [Paper] [Code]

Sep 2024
  • 8 NeurIPS'24 (LightGaussian + expressive gaussian avatar + Read-ME + multi-scale RoPE + Large Spatial Model + transformer training dynamics + Diffusion4D + AlphaPruning) accepted

  • 1 NeurIPS Datasets & Benchmark Track'24 (Model-GLUE) accepted

  • 1 IEEE Trans. PAMI (symbolic visual RL) accepted

Aug 2024
  • 1 JMLR (pruning provably improves generalization) accepted

  • 1 JMLR (tighter theoretical analysis of sparse activation) accepted

Jul 2024
  • 3 ECCV'24 (few-shot 3DGS + DreamScene360 + VersatileGaussian) accepted

  • 1 npj Digital Medicine (longitudinal medical imaging) accepted

Jun 2024
  • 1 VLDB'24 (data privacy in LLMs) accepted

  • 1 IROS'24 (3DGS SLAM) accepted

  • 1 Nature Communication Medicine (clinical SSL for echocardiography) accepted

  • We thank AICoffeeBreak for the very cool video [Youtube] highlighting our latest work, GaLore (ICML'24 Oral) [Paper] [Code] [Hugging Face]

May 2024
  • 10 ICML'24 (GaLore + Flextron + long convolution LLM + LLM junk DNA + OWL pruning + LLaGA + decoding compressed trust + sparse cocktail + LESS + zeroth-order training) accepted

  • 1 ACL'24 (LLM model soup) accepted

  • 1 Medical Image Analysis (multi-label long-tail chest X-ray) accepted

(Please check our earlier publications at the Publications Page)

Awards

2026

Aug 2026
  • VITA postdoc Jianing Zhu is selected to receive the AdvML rising star award 2026

Jul 2026
  • Dr. Wang is grateful to receive the 2026 J. K. Aggarwal Prize from IAPR

  • We are grateful to receive the Best Paper Honorable Mention Award from ICML 2026 AI for Math workshop [Paper]

May 2026
  • We are grateful to receive the Best Paper Finalist Award from AAMAS 2026 [Paper]

Apr 2026
  • VITA Ph.D. student Yeonju Ro is selected to receive the ML and Systems Rising Star Award 2026

2025

Nov 2025
  • VITA postdoc Jianing Zhu is selected to receive the TrustAI rising star award 2025

Oct 2025
Sep 2025
  • VITA Ph.D. student Peihao Wang is selected to receive the Stanford Rising Star in Data Science 2025

Aug 2025
  • VITA Ph.D. student Peihao Wangis selected to receive a 2025 academic year Google PhD Fellowship

  • VITA Ph.D. student Junbo Li is selected to receive a 2025 academic year Amazon AI PhD Fellowship

Jul 2025
  • VITA Ph.D. student Ruisi Cai and Junbo Li are selected to receive two 2025 UT Graduate Dean's Prestigious Fellowships

Jun 2025
  • We are grateful to receive the Best Paper Award from the CVPR 2025 AI for Content Creation Workshop [Paper]

May 2025
  • We are grateful to receive the DAPRA Disruptive Idea Paper Award from NeuS 2025 [Paper]

  • We are grateful to receive the Outstanding Paper Honorable Mention from MLSys 2025 [Paper]

  • VITA Ph.D. student Peihao Wang is selected to receive a 2025 Texas ECE Graduate Achievement Award

Mar 2025
  • VITA Ph.D. student Runjin Chen is selected as an Anthropic AI Safety Fellow 2025

  • VITA Ph.D. students Ruisi Cai and Zhenyu Zhang are selected to receive the ML and Systems Rising Star Awards 2025

  • VITA Ph.D. student Peihao Wang is selected to receive a 2025 academic year UT Graduate Recognition Fellowship

  • Dr. Wang is grateful to receive the 2025 Sony Faculty Research Award

Jan 2025
  • VITA Ph.D. student Yeonju Ro (co-advised w/ Prof. Aditya Akella) is selected to receive a 2025 academic year IBM PhD Fellowship

2024 and earlier

2024

Nov 2024
  • We are grateful to receive the 2024 IEEE Signal Processing Society Young Author Best Paper Award, for our paper EnlightenGAN (IEEE TIP 2021)

  • VITA Ph.D. student Ruisi Cai is selected to receive a 2025 academic year NVIDIA Graduate Fellowship

Aug 2024
Jun 2024
  • Ph.D. dissertation of VITA alumnus Dr. Wuyang Chen is selected to receive the INNS Doctoral Dissertation Award, and the iSchools Doctoral Dissertation Award

May 2024
  • VITA Postdoc Junyuan Hong is selected to receive the ML and Systems Rising Star Award 2024

2023

Sep 2023
  • VITA Postdoc Shiwei Liu is selected to receive the prestigious Newton International Fellowship from the British Academy and the Royal Society

Jul 2023
  • VITA Ph.D. students Yifan Jiang and Greg Holste are selected to receive two UT Graduate Dean's Prestigious Fellowships

Jun 2023
  • VITA Ph.D. student Ajay Jaiswal is selected to receive the Inaugural Amazon Science Research Fellowship (by the UT-Amazon Hub)

  • VITA Ph.D. student Tianlong Chen is selected to receive AdvML Rising Star Award 2023

Apr 2023
  • Dr. Wang is grateful to receive the 2023 Google Research Scholar Award

Mar 2023
  • VITA Ph.D. student Greg Holste is selected to receive a 2023 academic year NSF Graduate Research Fellowship (GRFP)

Feb 2023
  • Dr. Wang is grateful to receive tenure promotion (effective Sep 2023)

2022

Dec 2022
  • Dr. Wang is grateful to receive the IEEE biennial "AI's 10 To Watch" award in 2022

  • We are grateful to receive the Best Paper Award from LoG 2022 [Paper]

  • VITA Ph.D. student Yifan Jiang is selected to receive a 2022 academic year Apple Scholars in AI/ML PhD fellowship

Nov 2022
  • VITA Ph.D. student Dejia Xu is selected to receive a 2022 academic year Snap Research Fellowship

  • Our group is selected to be supported by the Meta Reality Labs Research Gift Award

  • Our group is selected to be supported by the Google TensorFlow Model Garden Award (again)

Aug 2022
  • VITA Ph.D. student Zhiwen Fan is selected to receive a 2022 academic year Qualcomm Innovation Fellowship (QIF)

Jun 2022
  • Dr. Wang is grateful to receive the NSF CAREER Award

  • Dr. Wang is grateful to receive the Aharon Katzir Young Investigator Award of International Neural Network Society (INNS)

Apr 2022
  • VITA Ph.D. student Tianlong Chen is selected to receive a 2022 academic year Adobe PhD Research Fellowship - that is after him being awarded IBM PhD Fellowship 2021, UT Graduate Dean's Prestigious Fellowship 2021, and Baidu Scholarship finalist

2021

Sep 2021
  • Our group is selected to be supported by the Google TensorFlow Model Garden Award

  • VITA Postdoc Guoliang Kang joins the CS department of University of Technology Sydney, Australia, as Lecturer (Assistant Professor) and endowed with the prestigious DECRA Fellow

Jul 2021
  • Dr. Wang is grateful to receive the 2021 J. P. Morgan Faculty Research Award

Jun 2021
Jul 2021

2020

Sep 2020
  • Dr. Wang is grateful to receive the 2020 Adobe Data Science Research Award

Apr 2020
  • Dr. Wang is grateful to receive the 2020 ARO Young Investigator Award (YIP)

  • Dr. Wang is grateful to receive the 2020 IBM Faculty Research Award

  • Dr. Wang is grateful to receive the 2020 Amazon Research Award (AWS AI)

Events

2025

Dec 2025
2024 and earlier

2024

Dec 2024
Oct 2024
Sep 2024
  • Our group co-organized the ECCV 2024 "Sometimes Less is More: the 1st Dataset Distillation Challenge""

May 2024
Jun 2024
Jan 2024

2023

Jun 2023
May 2023
Apr 2023
Jan 2023

2022

Aug 2022
Jul 2022
Jun 2022

2021

Nov 2021
Jun 2021
May 2021
Jan 2021

2020

Aug 2020
Jun 2020

Talks

Invited Talks at Universities and Summer Schools

2026

Jul 2026
  • SNU & KAIST & SKKU, Seoul

  • NUS & NTU & A*STAR, Singapore

Jun 2026
  • Ohio State University, AIMACCS Workshop

May 2026
  • Stevens AI Symposium

Apr 2026
  • Yale University, Symposium on ML across Modalities 

Mar 2026
  • Stony Brook University, AI Innovation Institute (AI3) 

Feb 2026
  • Harvard University, “AI, Computing and Thinking” Class 

2025

Oct 2025
  • University of Minnesota, ECE Department 

  • UT Austin, Learning Directed Operating System Symposium 

Sep 2025
  • Columbia University, IEOR Department 

  • Cornell Tech, AI Quantitative Finance Conference

Jul 2025
  • International School on Deep Learning (DeepLearn 2025 Summer)

Apr 2025, Oct 2019
  • New York University, Center for Data Science

Mar 2025
  • Princeton Center for Statistics and Machine Learning (CSML)

  • Rutgers University, ECE Department

  • Columbia Mathematics of Finance (MAFN) Conference

  • UT Austin, AI + Robotics Annual Research Symposium

2024 and earlier

2024

Oct 2024
  • University of Pittsburgh, CS Department

Sep 2024
  • Yale University, Healthcare Data Science Seminar

Aug 2024
  • Columbia University, Open AGI Workshop

May 2024
  • NSF IFML AI Institute Seminar (hosted by UT Austin)

Mar 2024
  • NSF AI Spring School (hosted by UT San Antonio)

Jan 2024
  • University of Pennsylvania, ASSET Center

  • National University of Singapore, ECE Department

2023

Nov 2023
  • Princeton Language and Intelligence (PLI)

Mar 2018, Apr 2019, Oct 2023
  • University of Maryland, ECE Department

Oct 2023
  • Vanderbilt University, Machine Learning Seminar Series

Sep 2023
  • Cornell Tech, CS Department

  • Georgia Tech, Center for Signal and Information Processing

Sep 2021, Jul 2023
  • Peking University, CS Department

Apr 2023
  • International School on Deep Learning (DeepLearn 2023 Spring)

Feb 2023
  • UT Health, Data Science Seminar

2022

Oct 2022
  • MIT, Vision and Graphics Seminar

Apr 2021, Oct 2022
  • University of Michigan, EECS Department

Dec 2017, Oct 2019, Aug 2022
  • Rice University, ECE Department

Oct 2019, Jul 2022
  • New York University, ECE Department

Apr 2022
  • UC San Diego, AI Seminar

Mar 2022
  • UC Los Angeles, CS Department

2021

Dec 2021
  • Boston College, Math & Machine Learning Seminar

Aug 2021
  • CUHK Shenzhen, School of Data Science

Jul 2021
  • Princeton University, Deep Learning Theory Summer School

  • Rutgers University, ECE Department

Apr 2021
  • Purdue University, CS Department

  • University of Virginia, ECE Department

2020

Dec 2020
  • University of Oregon, CS Department

2019

Nov 2019
  • Georgia Tech, Machine Learning Center

  • NC State University, ECE Interdisciplinary Distinguished Seminar

Oct 2019
  • Yale University, Biomedical Imaging Department

  • University of Pennsylvania, ESE Department

Sep 2019
  • Northeastern University, ECE Department

  • UIUC, ECE Department

Jul 2019
  • Advanced Summer School of Learning from Data, Sao Paulo, Brazil

2018

Oct 2018
  • University of Texas Southwestern Medical Center

Jun 2018
  • University of Sao Paulo (Brazil), Instituto de Matematica e Estatistica

  • University of Trento (Italy), IECS Department 

Apr 2018
  • Michigan State University, Machine Learning Seminar Series

2017

Nov 2017
  • University of Houston, ECE Department

2016

Jul 2016
  • University of Minnesota, ECE Department

Jun 2016
  • Peking University, Math Department (BIMCR)

May 2016
  • Northwestern University, EECS Department

Apr 2016
  • University of Washington, ISE Department

2014

Feb 2014
  • UC Los Angeles, Math Department

Invited Talks at Companies and Research Institutes

2026

Jun 2026
  • Samsung Research, Seoul

Mar 2026
  • Together AI

Feb 2026
  • Google Research, NYC

  • NVIDIA Applied DL Research

2025

Nov 2025, Mar 2025, Aug 2024, Jun 2023, Jun 2021
  • Amazon (AGI, Search, AWS, etc.) 

2024 and earlier

2024

Sep 2024
  • Topaz Labs, Dallas, TX

Apr 2024
  • XPENG, AI Team

Jan 2024
  • Unify.ai (Ivy paper reading group)

Nov 2022, Jan 2024
  • Intel AI Lab

2023

Sep 2023
  • Capital One, InnovateML Series

Sep 2022, Aug 2023
  • Qualcomm AI Research

Apr 2023
  • Cisco, Efficient AI Summit

  • Genetech, Foundational ML research

2022

Sep 2022
  • Lawrence Livermore National Laboratory

Jul 2019, Apr 2022
  • Facebook (Meta) Research

Apr 2022
  • Baidu Research, Cognitive Computing Seminar Series

  • RIKEN, TrustML Young Scientist Seminar, Japan

2021

Aug 2021
  • G-Research, London, UK

May 2021
  • VinAI Research, Hanoi, Vietnam

Apr 2021, Aug 2019, Aug 2014, Jan 2013
  • Adobe Research

Mar 2021
  • tinyML  Foundation

  • NVIDIA Research

Feb 2021
  • Katana Graph, Austin, TX

2020

Dec 2020
  • AiBee Inc, Pale Alto, CA

Jun 2020
  • IBM Research Cambridge

Feb 2020
  • ARM ML Research Lab

2019

Aug 2019, Nov 2019
  • Google Research

Sep 2019
  • IBM, AI Research Week, Boston, MA

Jul 2019
  • NEC Labs America

  • Alibaba Decision Intelligence Lab, Seattle, WA

2018

Jan 2013, Mar 2018
  • US Army Research Lab, Adelphi, MD

Feb 2018
  • Samsung Research America, Dallas, TX

Jan 2018
  • Bell Labs, Murray Hill, NJ

2017

Jul 2017
  • Banner Alzheimer's Institute, Phoenix, AZ

2015

Nov 2015
  • Microsoft Research Asia

Keynote/Invited Talks at Conferences and Workshops

2026

Sep 2026
  • ECCV Workshop on Life-Cycle IP Governance, Sweden

  • New York Scientific Data Summit (NYSDS) 

Aug 2026
  • ICPR, J. K. Aggarwal Lecture, France 

Jul 2026
  • ICML Workshop on Forecasting as a New Frontier of Intelligence, Seoul

  • LG AI for Finance Summit 2026 Asia, Seoul

Apr 2026
  • AASF AIX Summit, NYC

2025

Oct 2025
  • INFORMS Annual Meeting ("GenAI for Finance" session), Atlanta, GA

Sep 2025
  • Conference on Automated Machine Learning (AutoML), NYC

May 2025
  • Texas Colloquium on Distributed Learning (TL;DR), Rice University

Apr 2025
  • ICLR Workshop on Scalable Optimization for Efficient and Adaptive Foundation Models (SCOPE), Singapore

Mar 2025
  • AAAI Workshop on AI for Time Series Analysis, Philadelphia, PA

2024 and earlier

2024

Dec 2024
  • NeurIPS Edge-Device Large Language Model Competition, Vancouver

Sep 2024
  • Ukrainian Computer Science Conference, Lviv, Ukraine

Jul 2024
  • Open AGI Summit "Shaping the Future of Open AI", Bruxelles, Belgium

Jun 2024
  • CVPR Workshop on Efficient Deep Learning for CV, Seattle, WA

  • New York Techweek "Responsible AI in the field of IP"

Apr 2024
  • NSF Workshop on Hardware-Software Co-design for Neurosymbolic Computation, Washington D.C.

Mar 2024
  • INFORMS Optimization Society Conference ("Machine Learning for Optimization" invited session), Houston, TX

2023

Dec 2023
  • NeurIPS Workshop on ML for Systems, New Orleans, LA

Nov 2023
  • Google Efficient ML Workshop, NYC

Aug 2023
  • KDD Workshop on Graph Learning Benchmarks (GLB), LA, CA

  • KDD Workshop on Resource-Ecient Learning, LA, CA

  • KDD Workshop on Ethical AI: Methods and Applications, LA, CA

Jul 2023
  • ICML Workshop on New Frontiers in Adversarial ML, Honolulu, HI

Jun 2023
  • SIAM Conference on Optimization ("Learning to Solve Optimization Problems with Deep Learning" minisymposium), Seattle, WA

2022

Oct 2022
  • Google Sparse Models Workshop

Jul 2022
  • ICML Workshop on Interpretable ML in Healthcare, Baltimore, MD

Jun 2022
  • CVPR Workshop on Efficient Deep Learning for CV, New Orleans, LA

  • CVPR Workshop on Dynamic NNs meets CV, New Orleans, LA

May 2022
  • Knowledge Graph Conference, New York, NY

Apr 2022
  • SIAM UQ Conference ("Deep Learning for Optimization" minisymposium), Atlanta, GA

Mar 2022
  • Annual Conference on Information Sciences and Systems (CISS), AdvML session, Princeton, NJ

2021

Aug 2021
  • KDD Workshop on Knowledge Graph (KGKDD)

Jan 2021
  • WACV Workshop on Vision on Biased or Scarce Data

2020

Jul 2020
  • DAC Workshop on Research Open Automatic Design for NNs

2019

Jan 2019
  • AFC/ARL Workshop on Holistic Scene Understanding, Austin, TX

  • AAAI Workshop on AI for Natural Disasters, Holunulu, HI

2018

Jun 2018
  • SIAM Imaging Science Conference ("Data-Driven Approaches in Imaging Science" minisymposium), Bologna, Italy

2017

Nov 2017
  • Supercomputing Conference (Lenovo awardee), Denver, CO

Oct 2017
  • CCC Symposium on Addressing National Priorities and Societal Needs (Selected faculty presenter), Washington D.C.

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