BP

Barnabas Poczos

0000-0002-2898-4705

cs.LGstat.MLcs.AImath.STstat.THcs.ITmath.ITcs.CVcs.CLmath.OC

On Valency

published · living versions

End-to-End Physics Event Classification with CMS Open Data: Applying Image-Based Deep Learning to Detector Data for the Direct Classification of Collision Events at the LHC

with Michael Andrews, Manfred Paulini, Sergei Gleyzer

1 version

W_55777n7ev1 · current

Linear Probes to Bayesian Manifolds: Geometry of Arithmetic in Large Language Models

W_efvu5y79v1

Celia: Catalog Embeddings Learned from cosmologIcal simulAtions

W_bqnrtmgvv1

Finite-distance effects and scalar suppression in massive gravity

W_3vu8r8unv1

Preprints & journals

153 papers in the corpus · 2003–2026

Normalizing Flow Emulator for Gravitational Wave Detection Probability in the LIGO/Virgo/KAGRA O4 Observing Run

Julius Gassert, Ignacio Magana Hernandez, Ariel J. Amsellem et al.

0 citations

2610.00306v12026arXiv

Bayesian Optimization with Rich Auxiliary Information via LLMs

Efe Mert Karagozlu, Rohit Sonker, Tejus Gupta et al.

0 citations

2609.19437v22026arXiv

Sparse Priors for Efficient Distribution Learning

Saumya Goyal, Barnab'as P'oczos

0 citations

2609.20883v12026arXiv

Making Every Tool Call Count: Necessary Tool-Evidence Path Rewards for Agentic Vision-Language Models

Xingming Long, Yu Liu, Zhiwei Yang et al.

0 citations

2609.03493v12026arXiv

CONTRAMEM: Learning Self-Evolving Procedural Memory from Contrasting Multi-Model Trajectories

Zheyuan Deng, Binghang Lu, Hanqi Feng et al.

0 citations

2608.22533v22026arXiv

CARE: Pre-Execution Command Verification for Shell-Executing LLM Agents

Yu Liu, Wenxiao Zhang, Zhiwei Yang et al.

0 citations

2607.21642v22026arXiv

Generalization Guarantees on Data-Driven Tuning of Gradient Descent with Langevin Updates

Saumya Goyal, Rohith Rongali, Ritabrata Ray et al.

0 citations

2604.13130v22026arXiv

SenSet defines cell-type specific senescence signatures in the aged human lung.

Hasanaj, Euxhen, Beaulieu, Delphine, Wang, Cankun et al.

2 citations

419635552026The EMBO journal. 2026;45(10):3589-3638

Efficient Convexification of Kolmogorov-Arnold Networks with Polynomial Functional Forms Via a Continuous Graham Scan Approach

Tianwei Li, Daniel Ovalle, Barnabas Poczos et al.

0 citations

2604.03871v12026arXiv

Breaking the Bottlenecks: Scalable Diffusion Models for 3D Molecular Generation

Adrita Das, Peiran Jiang, Dantong Zhu et al.

0 citations

2601.08963v12026arXiv

Bayesian machine learning for inverse design of ultra-high-performance concrete.

Childs, Christopher, Miller, Aaron, Neiswanger, Willie et al.

5 citations

409942082025Philosophical transactions. Series A, Mathematical, physical, and engineering sciences. 2025;383(2305):20240041

Learning from B Cell Evolution: Adaptive Multi-Expert Diffusion for Antibody Design via Online Optimization

Hanqi Feng, Peng Qiu, Mengchun Zhang et al.

3 citations

2508.02834v22025arXiv

AmpLyze: A Deep Learning Model for Predicting the Hemolytic Concentration

Peng Qiu, Hanqi Feng, Meng-Chun Zhang et al.

3 citations

2507.08162v22025arXiv

Recovering time-varying networks from single-cell data.

Hasanaj, Euxhen, Póczos, Barnabás, Bar-Joseph, Ziv

2 citations

406628302025Bioinformatics (Oxford, England). 2025;41(1):i628-i636

Pharmacophore-Conditioned Diffusion Model for Ligand-Based De Novo Drug Design

Amira Alakhdar, Barnabas Poczos, Newell Washburn

0 citations

2505.10545v12025arXiv

SenSet, a novel human lung senescence cell gene signature, identifies cell-specific senescence mechanisms.

Hasanaj, Euxhen, Beaulieu, Delphine, Wang, Cankun et al.

7 citations

406927022025bioRxiv : the preprint server for biology. 2024

Chemistry-Inspired Diffusion with Non-Differentiable Guidance

Yuchen Shen, Chenhao Zhang, Sijie Fu et al.

1 citation

2410.06502v22024arXiv

Reconstructing Galaxy Cluster Mass Maps using Score-based Generative Modeling

Alan Hsu, Matthew Ho, Joyce Lin et al.

1 citation

2410.02857v22024arXiv

Diffusion Models in De Novo Drug Design.

Alakhdar, Amira, Poczos, Barnabas, Washburn, Newell

119 citations

393229432024Journal of chemical information and modeling. 2024;64(19):7238-7256

GraphBPE: Molecular Graphs Meet Byte-Pair Encoding

Yuchen Shen, Barnab'as P'oczos

0 citations

2407.19039v12024arXiv

Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention

Tongzhou Liao, Barnab'as P'oczos

0 citations

2407.05649v52024arXiv

Controllable Text Generation in the Instruction-Tuning Era

Dhananjay Ashok, Barnabas Poczos

0 citations

2405.01490v12024arXiv

Task-Based MoE for Multitask Multilingual Machine Translation

Hai Pham, Young Jin Kim, Subhabrata Mukherjee et al.

3 citations

2308.15772v32023arXiv

Objective-Agnostic Enhancement of Molecule Properties via Multi-Stage VAE

Chenghui Zhou, Barnabas Poczos

2 citations

2308.13066v22023arXiv

SciFix: Outperforming GPT3 on Scientific Factual Error Correction

Dhananjay Ashok, Atharva Kulkarni, Hai Pham et al.

0 citations

2305.14707v22023arXiv

Improving Molecule Properties Through 2-Stage VAE

Chenghui Zhou, Barnabas Poczos

0 citations

2212.02750v12022arXiv

Multiset multicover methods for discriminative marker selection.

Hasanaj, Euxhen, Alavi, Amir, Gupta, Anupam et al.

8 citations

364528672023Cell reports methods. 2022;2(11):100332

On the Algorithmic Stability and Generalization of Adaptive Optimization Methods

Han Nguyen, Hai Pham, Sashank J. Reddi et al.

0 citations

2211.03970v12022arXiv

Coarse-to-Fine Curriculum Learning

Otilia Stretcu, Emmanouil Antonios Platanios, Tom M. Mitchell et al.

4 citations

2106.04072v12021arXiv

Re-TACRED: Addressing Shortcomings of the TACRED Dataset

George Stoica, Emmanouil Antonios Platanios, Barnab'as P'oczos

104 citations

2104.08398v12021arXiv

StylePTB: A Compositional Benchmark for Fine-grained Controllable Text Style Transfer

Yiwei Lyu, Paul Pu Liang, Hai Pham et al.

27 citations

2104.05196v12021arXiv

Improving Relation Extraction by Leveraging Knowledge Graph Link Prediction

George Stoica, Emmanouil Antonios Platanios, Barnab'as P'oczos

3 citations

2012.04812v12020arXiv

Hierarchical Machine Learning for High-Fidelity 3D Printed Biopolymers.

Bone, Jennifer M, Childs, Christopher M, Menon, Aditya et al.

117 citations

333206142021ACS biomaterials science & engineering. 2020;6(12):7021-7031

Efficient Meta Lifelong-Learning with Limited Memory

Zirui Wang, Sanket Vaibhav Mehta, Barnab'as P'oczos et al.

49 citations

2010.02500v12020arXiv

Modeling Task Effects on Meaning Representation in the Brain via Zero-Shot MEG Prediction

Mariya Toneva, Otilia Stretcu, Barnabas Poczos et al.

9 citations

2009.08424v22020arXiv

Robust Handwriting Recognition with Limited and Noisy Data

Hai Pham, Amrith Setlur, Saket Dingliwal et al.

14 citations

2008.08148v12020arXiv

Deep Generative Models for Galaxy Image Simulations

Francois Lanusse, Rachel Mandelbaum, Siamak Ravanbakhsh et al.

53 citations

2008.03833v12020arXiv

Nonlinear ISA with Auxiliary Variables for Learning Speech Representations

Amrith Setlur, Barnabas Poczos, Alan W Black

2 citations

2007.12948v12020arXiv

Covariate Distribution Aware Meta-learning

Amrith Setlur, Saket Dingliwal, Barnabas Poczos

0 citations

2007.02523v32020ICML 2020 Lifelong Learning Workshop

Politeness Transfer: A Tag and Generate Approach

Aman Madaan, Amrith Setlur, Tanmay Parekh et al.

143 citations

2004.14257v22020arXiv

Robust Density Estimation under Besov IPM Losses

Ananya Uppal, Shashank Singh, Barnabas Poczos

1 citation

2004.08597v22020arXiv

Minimizing FLOPs to Learn Efficient Sparse Representations

Biswajit Paria, Chih-Kuan Yeh, Ian E.H. Yen et al.

20 citations

2004.05665v12020arXiv

Adaptive Sampling Distributed Stochastic Variance Reduced Gradient for Heterogeneous Distributed Datasets

Ilqar Ramazanli, Han Nguyen, Hai Pham et al.

6 citations

2002.08528v32020arXiv

Optimal Exact Matrix Completion Under new Parametrization

Ilqar Ramazanli, Barnabas Poczos

1 citation

2002.02431v32020arXiv

Unsupervised Program Synthesis for Images By Sampling Without Replacement

Chenghui Zhou, Chun-Liang Li, Barnabas Poczos

0 citations

2001.10119v22020UAI 2021

Learned Interpolation for 3D Generation

Austin Dill, Songwei Ge, Eunsu Kang et al.

3 citations

1912.10787v22019arXiv

LucidDream: Controlled Temporally-Consistent DeepDream on Videos

Joel Ruben Antony Moniz, Eunsu Kang, Barnab'as P'oczos

0 citations

1911.11960v12019arXiv

RotationOut as a Regularization Method for Neural Network

Kai Hu, Barnabas Poczos

0 citations

1911.07427v12019arXiv

Better Approximate Inference for Partial Likelihood Models with a Latent Structure

Amrith Setlur, Barnab'as P'ocz'os

0 citations

1910.10211v22019NeurIPS 2019 Workshop on Learning with Temporal Point Processes

Autonomous discovery of battery electrolytes with robotic experimentation and machine-learning

Adarsh Dave, Jared Mitchell, Kirthevasan Kandasamy et al.

188 citations

2001.09938v12019Cell Reports Physical Science, 1, (2020) 100264

Career total: 284 works. 153 are in this corpus.Showing the 50 most recent.

Profile built from the corpus for this byline.

284

works

11.5K

citations

61

h-index

Corpus papers per year

Corpus papers per year, 2003 to 2026. Busiest year 2016, 20 papers.
Year	Papers
2003	1
2004	1
2005	0
2006	2
2007	3
2008	1
2009	0
2010	1
2011	0
2012	4
2013	4
2014	9
2015	9
2016	20
2017	17
2018	18
2019	18
2020	14
2021	3
2022	3
2023	3
2024	8
2025	4
2026	10

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