MARVIS: Modality Adaptive Reasoning over VISualizations.

Benjamin Feuer https://orcid.org/0000-0002-7938-542X Benjamin Feuer Lennart Purucker Oussama Elachqar Chinmay Hegde MARVIS: Modality Adaptive Reasoning over VISualizations. 445-472 2026 CAIS https://doi.org/10.1145/3786335.3813150 conf/cais/2026 db/conf/cais/cais2026.html#FeuerPEH26

Benjamin Feuer Lucas Rosenblatt Oussama Elachqar Towards Provably Unbiased LLM Judges via Bias-Bounded Evaluation. 2026 March abs/2603.05485 CoRR https://doi.org/10.48550/arXiv.2603.05485 db/journals/corr/corr2603.html#abs-2603-05485 streams/journals/corr

Negin Raoof Richard Zhuang Marianna Nezhurina Etash Kumar Guha Atula Tejaswi Ryan Marten Charlie F. Ruan Tyler Griggs Alexander Glenn Shaw Hritik Bansal Estefany Kelly Buchanan Artem Gazizov Reinhard Heckel Chinmay Hegde Sankalp Jajee Daanish Khazi Emmanouil Koukoumidis Xiangyi Li Hange Liu Shlok Natarajan Harsh Raj Nicholas Roberts Ethan Shen Nishad Singhi Michael Siu Ashima Suvarna Hanwen Xing Patrick Yubeaton Robert Zhang 0003 Leon Liangyu Chen Xiaokun Chen Steven Dillmann Saadia Gabriel Xunyi Jiang Anurag Kashyap Boxuan Li Yein Park Minh Pham 0005 Sujay Sanghavi Lin Shi Ke Sun Yixin Wang Zhiwei Xu Erica Zhang Siyan Zhao Wanjia Zhao Jenia Jitsev Alex Dimakis Benjamin Feuer Ludwig Schmidt OpenThoughts-Agent: Data Recipes for Agentic Models. 2026 June abs/2606.24855 CoRR https://doi.org/10.48550/arXiv.2606.24855 db/journals/corr/corr2606.html#abs-2606-24855 streams/journals/corr

Juliana Freire Grace Fan Benjamin Feuer Christos Koutras Yurong Liu Eduardo H. M. Pena Aécio S. R. Santos Cláudio T. Silva Eden Wu Large Language Models for Data Discovery and Integration: Challenges and Opportunities. 3-31 2025 49 IEEE Data Eng. Bull. 1 http://sites.computer.org/debull/A25mar/p3.pdf db/journals/debu/debu49.html#FreireFFKLPSSW25

Kasra Arabi Benjamin Feuer R. Teal Witter Chinmay Hegde Niv Cohen Hidden in the Noise: Two-Stage Robust Watermarking for Images. 2025 ICLR https://openreview.net/forum?id=ll2nz6qwRG conf/iclr/2025 db/conf/iclr/iclr2025.html#ArabiFWHC25 Benjamin Feuer Micah Goldblum Teresa Datta Sanjana Nambiar Raz Besaleli Samuel Dooley Max Cembalest John P. Dickerson Style Outweighs Substance: Failure Modes of LLM Judges in Alignment Benchmarking. 2025 ICLR https://openreview.net/forum?id=MzHNftnAM1 conf/iclr/2025 db/conf/iclr/iclr2025.html#FeuerGDNBDCD25 Colin White Samuel Dooley Manley Roberts Arka Pal Benjamin Feuer Siddhartha Jain 0001 Ravid Shwartz-Ziv Neel Jain Khalid Saifullah Sreemanti Dey Shubh-Agrawal Sandeep Singh Sandha Siddartha V. Naidu Chinmay Hegde Yann LeCun Tom Goldstein Willie Neiswanger Micah Goldblum LiveBench: A Challenging, Contamination-Limited LLM Benchmark. 2025 ICLR https://openreview.net/forum?id=sKYHBTAxVa conf/iclr/2025 db/conf/iclr/iclr2025.html#WhiteDRPF0SJSDS25 Benjamin Feuer Chinmay Hegde WildChat-50M: A Deep Dive Into the Role of Synthetic Data in Post-Training. 2025 ICML https://proceedings.mlr.press/v267/feuer25a.html https://openreview.net/forum?id=fzmtDDOcJ3 conf/icml/2025 db/conf/icml/icml2025.html#FeuerH25

Benjamin Feuer Chinmay Hegde WILDCHAT-50M: A Deep Dive Into the Role of Synthetic Data in Post-Training. 2025 January abs/2501.18511 CoRR https://doi.org/10.48550/arXiv.2501.18511 db/journals/corr/corr2501.html#abs-2501-18511 streams/journals/corr

Hossein Zaremehrjerdi Shreyan Ganguly Ashlyn Rairdin Elizabeth Tranel Benjamin Feuer Juan Ignacio Di Salvo Srikanth Panthulugiri Hernan Torres Pacin Victoria Moser Sarah Jones Joscif Raigne Yanben Shen Heidi M. Dornath Aditya Balu Adarsh Krishnamurthy Asheesh K. Singh Arti Singh Baskar Ganapathysubramanian Chinmay Hegde Soumik Sarkar Towards Large Reasoning Models for Agriculture. 2025 May abs/2505.19259 CoRR https://doi.org/10.48550/arXiv.2505.19259 db/journals/corr/corr2505.html#abs-2505-19259 streams/journals/corr

Etash Kumar Guha Ryan Marten Sedrick Keh Negin Raoof Georgios Smyrnis Hritik Bansal Marianna Nezhurina Jean Mercat Trung Vu 0002 Zayne Sprague Ashima Suvarna Benjamin Feuer Liangyu Chen 0005 Zaid Khan 0001 Eric Frankel Sachin Grover Caroline Choi Niklas Muennighoff Shiye Su Wanjia Zhao John Yang 0002 Shreyas Pimpalgaonkar Kartik Sharma Charlie Cheng-Jie Ji Yichuan Deng 0002 Sarah M. Pratt Vivek Ramanujan Jon Saad-Falcon Jeffrey Li Achal Dave Alon Albalak Kushal Arora Blake Wulfe Chinmay Hegde Greg Durrett Sewoong Oh Mohit Bansal Saadia Gabriel Aditya Grover Kai-Wei Chang 0001 Vaishaal Shankar Aaron Gokaslan Mike A. Merrill Tatsunori Hashimoto Yejin Choi 0001 Jenia Jitsev Reinhard Heckel Maheswaran Sathiamoorthy Alexandros G. Dimakis Ludwig Schmidt OpenThoughts: Data Recipes for Reasoning Models. 2025 June abs/2506.04178 CoRR https://doi.org/10.48550/arXiv.2506.04178 db/journals/corr/corr2506.html#abs-2506-04178 streams/journals/corr

Benjamin Feuer Lennart Purucker Oussama Elachqar Chinmay Hegde MARVIS: Modality Adaptive Reasoning over VISualizations. 2025 July abs/2507.01544 CoRR https://doi.org/10.48550/arXiv.2507.01544 db/journals/corr/corr2507.html#abs-2507-01544 streams/journals/corr

Benjamin Feuer Chiung-Yi Tseng Astitwa Sarthak Lathe Oussama Elachqar John P. Dickerson When Judgment Becomes Noise: How Design Failures in LLM Judge Benchmarks Silently Undermine Validity. 2025 September abs/2509.20293 CoRR https://doi.org/10.48550/arXiv.2509.20293 db/journals/corr/corr2509.html#abs-2509-20293 streams/journals/corr

Benjamin Feuer Yurong Liu Chinmay Hegde Juliana Freire ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models. 2279-2292 2024 May 17 Proc. VLDB Endow. 9 https://www.vldb.org/pvldb/vol17/p2279-freire.pdf https://doi.org/10.14778/3665844.3665857 db/journals/pvldb/pvldb17.html#FeuerLHF24 streams/journals/pvldb

Benjamin Feuer Robin Schirrmeister Valeriia Cherepanova Chinmay Hegde Frank Hutter Micah Goldblum Niv Cohen Colin White TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/97dc07f1253ab33ee514f395a82fa7cc-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#FeuerSCHHGCW24 Benjamin Feuer Jiawei Xu Niv Cohen Patrick Yubeaton Govind Mittal Chinmay Hegde SELECT: A Large-Scale Benchmark of Data Curation Strategies for Image Classification. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/f6de5ed486b1802874fe9c70b50277e4-Abstract-Datasets_and_Benchmarks_Track.html conf/nips/2024 db/conf/nips/neurips2024.html#FeuerXCYMH24 Chih-Hsuan Yang Benjamin Feuer Talukder Zaki Jubery Zi K. Deng Andre Nakkab Md. Zahid Hasan Shivani Chiranjeevi Kelly O. Marshall Nirmal Baishnab Asheesh Kumar Singh Arti Singh Soumik Sarkar Nirav C. Merchant Chinmay Hegde Baskar Ganapathysubramanian BioTrove: A Large Curated Image Dataset Enabling AI for Biodiversity. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/b92854f80ba4feefb973959b259dbc2c-Abstract-Datasets_and_Benchmarks_Track.html conf/nips/2024 db/conf/nips/neurips2024.html#YangFJDNHCMBSSS24

Benjamin Feuer Robin Tibor Schirrmeister Valeriia Cherepanova Chinmay Hegde Frank Hutter Micah Goldblum Niv Cohen Colin White TuneTables: Context Optimization for Scalable Prior-Data Fitted Networks. 2024 abs/2402.11137 CoRR https://doi.org/10.48550/arXiv.2402.11137 db/journals/corr/corr2402.html#abs-2402-11137

Chih-Hsuan Yang Benjamin Feuer Zaki Jubery Zi K. Deng Andre Nakkab Md. Zahid Hasan Shivani Chiranjeevi Kelly O. Marshall Nirmal Baishnab Asheesh K. Singh Arti Singh Soumik Sarkar Nirav C. Merchant Chinmay Hegde Baskar Ganapathysubramanian Arboretum: A Large Multimodal Dataset Enabling AI for Biodiversity. 2024 abs/2406.17720 CoRR https://doi.org/10.48550/arXiv.2406.17720 db/journals/corr/corr2406.html#abs-2406-17720 streams/journals/corr

Colin White Samuel Dooley Manley Roberts Arka Pal Benjamin Feuer Siddhartha Jain 0001 Ravid Shwartz-Ziv Neel Jain Khalid Saifullah Siddartha Naidu Chinmay Hegde Yann LeCun Tom Goldstein Willie Neiswanger Micah Goldblum LiveBench: A Challenging, Contamination-Free LLM Benchmark. 2024 abs/2406.19314 CoRR https://doi.org/10.48550/arXiv.2406.19314 db/journals/corr/corr2406.html#abs-2406-19314 streams/journals/corr

Benjamin Feuer Micah Goldblum Teresa Datta Sanjana Nambiar Raz Besaleli Samuel Dooley Max Cembalest John P. Dickerson Style Outweighs Substance: Failure Modes of LLM Judges in Alignment Benchmarking. 2024 abs/2409.15268 CoRR https://doi.org/10.48550/arXiv.2409.15268 db/journals/corr/corr2409.html#abs-2409-15268 streams/journals/corr

Benjamin Feuer Jiawei Xu Niv Cohen Patrick Yubeaton Govind Mittal Chinmay Hegde SELECT: A Large-Scale Benchmark of Data Curation Strategies for Image Classification. 2024 abs/2410.05057 CoRR https://doi.org/10.48550/arXiv.2410.05057 db/journals/corr/corr2410.html#abs-2410-05057 streams/journals/corr

Kasra Arabi Benjamin Feuer R. Teal Witter Chinmay Hegde Niv Cohen Hidden in the Noise: Two-Stage Robust Watermarking for Images. 2024 abs/2412.04653 CoRR https://doi.org/10.48550/arXiv.2412.04653 db/journals/corr/corr2412.html#abs-2412-04653 streams/journals/corr

Benjamin Feuer Ameya Joshi Minh Pham 0005 Chinmay Hegde Distributionally Robust Classification on a Data Budget. 2023 2023 Trans. Mach. Learn. Res. https://openreview.net/forum?id=D5Z2E8CNsD db/journals/tmlr/tmlr2023.html#FeuerJ0H23

Andre Nakkab Benjamin Feuer Chinmay Hegde LiT Tuned Models for Efficient Species Detection. 2023 abs/2302.10281 CoRR https://doi.org/10.48550/arXiv.2302.10281 db/journals/corr/corr2302.html#abs-2302-10281

Benjamin Feuer Ameya Joshi Minh Pham 0005 Chinmay Hegde Distributionally Robust Classification on a Data Budget. 2023 abs/2308.03821 CoRR https://doi.org/10.48550/arXiv.2308.03821 db/journals/corr/corr2308.html#abs-2308-03821

Benjamin Feuer Yurong Liu Chinmay Hegde Juliana Freire ArcheType: A Novel Framework for Open-Source Column Type Annotation using Large Language Models. 2023 abs/2310.18208 CoRR https://doi.org/10.48550/arXiv.2310.18208 db/journals/corr/corr2310.html#abs-2310-18208

Benjamin Feuer Chinmay Hegde Exploring Dataset-Scale Indicators of Data Quality. 2023 abs/2311.04016 CoRR https://doi.org/10.48550/arXiv.2311.04016 db/journals/corr/corr2311.html#abs-2311-04016

Benjamin Feuer Chinmay Hegde Niv Cohen Scaling TabPFN: Sketching and Feature Selection for Tabular Prior-Data Fitted Networks. 2023 abs/2311.10609 CoRR https://doi.org/10.48550/arXiv.2311.10609 db/journals/corr/corr2311.html#abs-2311-10609

Benjamin Feuer Ameya Joshi Chinmay Hegde A Meta-Analysis of Distributionally-Robust Models. 2022 abs/2206.07565 CoRR https://doi.org/10.48550/arXiv.2206.07565 db/journals/corr/corr2206.html#abs-2206-07565

Benjamin Feuer Ameya Joshi Chinmay Hegde Caption supervision enables robust learners. 2022 abs/2210.07396 CoRR https://doi.org/10.48550/arXiv.2210.07396 db/journals/corr/corr2210.html#abs-2210-07396

Alon Albalak Kasra Arabi Kushal Arora Nirmal Baishnab Aditya Balu Hritik Bansal Mohit Bansal Raz Besaleli Estefany Kelly Buchanan Max Cembalest Kai-Wei Chang 0001 Liangyu Chen 0005Leon Liangyu Chen Xiaokun Chen Valeriia Cherepanova Shivani Chiranjeevi Caroline Choi Yejin Choi 0001 Niv Cohen Teresa Datta Achal Dave Yichuan Deng 0002 Zi K. Deng Sreemanti Dey John Dickerson 0001John P. Dickerson Steven Dillmann Alexandros G. DimakisAlex Dimakis Samuel Dooley Heidi M. Dornath Greg Durrett Oussama Elachqar Grace Fan Eric Frankel Juliana Freire Saadia Gabriel Baskar Ganapathysubramanian Shreyan Ganguly Artem Gazizov Aaron Gokaslan Micah Goldblum Tom Goldstein Tyler Griggs Aditya Grover Sachin Grover Etash Kumar Guha Md. Zahid Hasan Tatsunori B. HashimotoTatsunori Hashimoto Reinhard Heckel Chinmay Hegde Frank Hutter Neel Jain Siddhartha Jain 0001 Sankalp Jajee Charlie Cheng-Jie Ji Xunyi Jiang Jenia Jitsev Sarah Jones Ameya Joshi Talukder Z. JuberyTalukder Zaki JuberyZaki Jubery Anurag Kashyap Sedrick Keh Zaid Khan 0001 Daanish Khazi Emmanouil Koukoumidis Christos Koutras Adarsh Krishnamurthy Astitwa Sarthak Lathe Yann LeCun Boxuan Li Jeffrey Li Xiangyi Li Hange Liu Yurong Liu Kelly O. Marshall Ryan Marten Jean Mercat Nirav C. Merchant Mike A. Merrill Govind Mittal Victoria Moser Niklas Muennighoff Siddartha NaiduSiddartha V. Naidu Andre Nakkab Sanjana Nambiar Shlok Natarajan Willie Neiswanger Marianna Nezhurina Sewoong Oh Hernan Torres Pacin Arka Pal Srikanth Panthulugiri Yein Park Eduardo H. M. Pena Minh Pham 0005 Shreyas Pimpalgaonkar Sarah M. Pratt Lennart Purucker Joscif Raigne Ashlyn Rairdin Harsh Raj Vivek Ramanujan Negin Raoof Manley Roberts Nicholas Roberts Lucas Rosenblatt Charlie RuanCharlie F. Ruan Jon Saad-Falcon Khalid Saifullah Juan Ignacio Di Salvo Sandeep Singh Sandha Sujay Sanghavi Aécio S. R. Santos Soumik Sarkar Maheswaran Sathiamoorthy Robin SchirrmeisterRobin Tibor Schirrmeister Ludwig Schmidt Vaishaal Shankar Kartik Sharma Alexander Glenn Shaw Ethan Shen Yanben Shen Lin Shi Shubh-Agrawal Ravid Shwartz-Ziv Cláudio T. Silva Arti Singh Asheesh K. Singh Asheesh Kumar Singh Nishad Singhi Michael Siu Georgios Smyrnis Zayne Sprague Shiye Su Ke Sun Ashima Suvarna Atula Tejaswi Elizabeth Tranel Chiung-Yi Tseng Trung Vu 0002 Yixin Wang Colin White R. Teal Witter Eden Wu Blake Wulfe Hanwen Xing Jiawei Xu Zhiwei Xu Chih-Hsuan Yang John Yang 0002 Patrick Yubeaton Hossein Zaremehrjerdi Erica Zhang Robert Zhang 0003 Siyan Zhao Wanjia Zhao Richard Zhuang