Sycophantic Chatbots Cause Delusional Spiraling, Even in Ideal Bayesians.

Jonathan Ragan-Kelley Massachusetts Institute of Technology, Cambridge, MA, USA https://orcid.org/0000-0001-6243-9543 https://www.wikidata.org/entity/Q130815814

Kartik Chandra Max Kleiman-Weiner Jonathan Ragan-Kelley Joshua B. Tenenbaum Sycophantic Chatbots Cause Delusional Spiraling, Even in Ideal Bayesians. 2026 February abs/2602.19141 CoRR https://doi.org/10.48550/arXiv.2602.19141 db/journals/corr/corr2602.html#abs-2602-19141 streams/journals/corr

Ana Dodik Isabella Yu Kartik Chandra Jonathan Ragan-Kelley Joshua B. Tenenbaum Vincent Sitzmann Justin Solomon 0001 Meschers: Geometry Processing of Impossible Objects. 2026 May abs/2605.14960 CoRR https://doi.org/10.48550/arXiv.2605.14960 db/journals/corr/corr2605.html#abs-2605-14960 streams/journals/corr

Kartik Chandra Tony Chen 0003 Joshua B. Tenenbaum Jonathan Ragan-Kelley A Domain-Specific Probabilistic Programming Language for Reasoning about Reasoning (Or: A Memo on memo). 784-814 2025 9 Proc. ACM Program. Lang. OOPSLA2 https://doi.org/10.1145/3763078 db/journals/pacmpl/pacmpl9.html#Chandra0TR25

Manya Bansal Dillon Sharlet Jonathan Ragan-Kelley Saman P. Amarasinghe Lightweight and Locality-Aware Composition of Black-Box Subroutines. 1043-1067 2025 9 Proc. ACM Program. Lang. PLDI https://doi.org/10.1145/3729292 db/journals/pacmpl/pacmpl9.html#BansalSRA25 streams/journals/pacmpl

Ana Dodik Isabella Yu Kartik Chandra Jonathan Ragan-Kelley Joshua B. Tenenbaum Vincent Sitzmann Justin Solomon 0001 Meschers: Geometry Processing of Impossible Objects. 70:1-70:10 2025 August 44 ACM Trans. Graph. 4 https://doi.org/10.1145/3731422 db/journals/tog/tog44.html#DodikYCRTSS25 streams/journals/tog

Yuka Ikarashi Kevin Qian Samir Droubi Alex Reinking Gilbert Louis Bernstein Jonathan Ragan-Kelley Exo 2: Growing a Scheduling Language. 426-444 2025 ASPLOS (1) https://doi.org/10.1145/3669940.3707218 conf/asplos/2025-1 db/conf/asplos/asplos2025-1.html#IkarashiQDRBR25 Matthew Caren Kartik Chandra Joshua B. Tenenbaum Jonathan Ragan-Kelley Karima Ma A Computational Model of Human Vocal Imitation. 2025 CogSci https://escholarship.org/uc/item/5sw9v2m7 conf/cogsci/2025 db/conf/cogsci/cogsci2025.html#CarenCTRM25 Kartik Chandra Jonathan Ragan-Kelley Joshua B. Tenenbaum Theories of Mind as Languages of Thought for Thought about Thought. 2025 CogSci https://escholarship.org/uc/item/6xs8g5rj conf/cogsci/2025 db/conf/cogsci/cogsci2025.html#ChandraRT25 Katherine M. Collins Kartik Chandra Jonathan Ragan-Kelley Adrian Weller Joshua B. Tenenbaum Empathy in Explanation. 2025 CogSci https://escholarship.org/uc/item/8ss809vr conf/cogsci/2025 db/conf/cogsci/cogsci2025.html#CollinsCRWT25 Tian Jin Ellie Y. Cheng Zachary Ankner Nikunj Saunshi Blake M. Elias Amir Yazdanbakhsh Jonathan Ragan-Kelley Suvinay Subramanian Michael Carbin Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding. 2025 ICML https://proceedings.mlr.press/v267/jin25a.html https://openreview.net/forum?id=ZfX43ZZRZR conf/icml/2025 db/conf/icml/icml2025.html#JinCASEYRSC25 Muru Zhang Mayank Mishra Zhongzhu Zhou William Brandon Jue Wang Yoon Kim Jonathan Ragan-Kelley Shuaiwen Leon Song Ben Athiwaratkun Tri Dao Ladder-Residual: Parallelism-Aware Architecture for Accelerating Large Model Inference with Communication Overlapping. 2025 ICML https://proceedings.mlr.press/v267/zhang25bg.html https://openreview.net/forum?id=bJnSplWSCL conf/icml/2025 db/conf/icml/icml2025.html#ZhangMZBWKRSAD25

Muru Zhang Mayank Mishra Zhongzhu Zhou William Brandon Jue Wang Yoon Kim Jonathan Ragan-Kelley Shuaiwen Leon Song Ben Athiwaratkun Tri Dao Ladder-residual: parallelism-aware architecture for accelerating large model inference with communication overlapping. 2025 January abs/2501.06589 CoRR https://doi.org/10.48550/arXiv.2501.06589 db/journals/corr/corr2501.html#abs-2501-06589 streams/journals/corr

Tian Jin Ellie Y. Cheng Zachary Ankner Nikunj Saunshi Blake M. Elias Amir Yazdanbakhsh Jonathan Ragan-Kelley Suvinay Subramanian Michael Carbin Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding. 2025 February abs/2502.11517 CoRR https://doi.org/10.48550/arXiv.2502.11517 db/journals/corr/corr2502.html#abs-2502-11517 streams/journals/corr

Aniruddha Nrusimha William Brandon Mayank Mishra Yikang Shen Rameswar Panda Jonathan Ragan-Kelley Yoon Kim FlashFormer: Whole-Model Kernels for Efficient Low-Batch Inference. 2025 May abs/2505.22758 CoRR https://doi.org/10.48550/arXiv.2505.22758 db/journals/corr/corr2505.html#abs-2505-22758 streams/journals/corr

Katherine M. Collins Kartik Chandra Adrian Weller Jonathan Ragan-Kelley Joshua B. Tenenbaum Empathy in Explanation. 2025 July abs/2507.21081 CoRR https://doi.org/10.48550/arXiv.2507.21081 db/journals/corr/corr2507.html#abs-2507-21081 streams/journals/corr

Ahmed H. Mahmoud Jonathan Ragan-Kelley Justin Solomon 0001 Locality-Aware Automatic Differentiation on the GPU for Mesh-Based Computations. 2025 September abs/2509.00406 CoRR https://doi.org/10.48550/arXiv.2509.00406 db/journals/corr/corr2509.html#abs-2509-00406 streams/journals/corr

Manya Bansal Daniel Sainati Joseph W. Cutler Saman P. Amarasinghe Jonathan Ragan-Kelley Modular GPU Programming with Typed Perspectives. 2025 November abs/2511.11939 CoRR https://doi.org/10.48550/arXiv.2511.11939 db/journals/corr/corr2511.html#abs-2511-11939 streams/journals/corr

Alexander J. Root Christophe Gyurgyik Purvi Goel Kayvon Fatahalian Jonathan Ragan-Kelley Andrew Adams Fredrik Kjolstad Compiling Set Queries into Work-Efficient Tree Traversals. 2025 November abs/2511.15000 CoRR https://doi.org/10.48550/arXiv.2511.15000 db/journals/corr/corr2511.html#abs-2511-15000 streams/journals/corr

Jesse Michel Kevin Mu Xuanda Yang Sai Praveen Bangaru Elias Rojas Collins Gilbert Bernstein Jonathan Ragan-Kelley Michael Carbin Tzu-Mao Li Distributions for Compositionally Differentiating Parametric Discontinuities. 893-922 2024 8 Proc. ACM Program. Lang. OOPSLA1 https://doi.org/10.1145/3649843 db/journals/pacmpl/pacmpl8.html#MichelMYBCBRCL24 streams/journals/pacmpl

Amanda Liu Gilbert Bernstein Adam Chlipala Jonathan Ragan-Kelley A Verified Compiler for a Functional Tensor Language. 320-342 2024 8 Proc. ACM Program. Lang. PLDI https://doi.org/10.1145/3656390 https://www.wikidata.org/entity/Q130815817 db/journals/pacmpl/pacmpl8.html#LiuBCR24 streams/journals/pacmpl

Kartik Chandra Tony Chen 0003 Tzu-Mao Li Jonathan Ragan-Kelley Josh Tenenbaum 0001 Cooperative Explanation as Rational Communication. 2024 CogSci https://escholarship.org/uc/item/8bf5g4h6 conf/cogsci/2024 db/conf/cogsci/cogsci2024.html#Chandra0LR024 Han Guo William Brandon Radostin Cholakov Jonathan Ragan-Kelley Eric P. Xing Yoon Kim Fast Matrix Multiplications for Lookup Table-Quantized LLMs. 12419-12433 2024 EMNLP (Findings) https://doi.org/10.18653/v1/2024.findings-emnlp.724 https://aclanthology.org/2024.findings-emnlp.724 conf/emnlp/2024f db/conf/emnlp/emnlp2024f.html#GuoBCRXK24 Tian Jin Nolan Clement Xin Dong Vaishnavh Nagarajan Michael Carbin Jonathan Ragan-Kelley Gintare Karolina Dziugaite The Cost of Scaling Down Large Language Models: Reducing Model Size Affects Memory before In-context Learning. 2024 ICLR https://openreview.net/forum?id=ldJXXxPE0L conf/iclr/2024 db/conf/iclr/iclr2024.html#JinCDNCRD24 William Brandon Mayank Mishra Aniruddha Nrusimha Rameswar Panda Jonathan Ragan-Kelley Reducing Transformer Key-Value Cache Size with Cross-Layer Attention. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/9e23d020c18e4c40d81c6a0fc7a46f68-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#BrandonMNPR24 Matthew Caren Kartik Chandra Joshua B. Tenenbaum Jonathan Ragan-Kelley Karima Ma Sketching With Your Voice: "Non-Phonorealistic" Rendering of Sounds via Vocal Imitation. 136:1-136:11 2024 SIGGRAPH Asia https://doi.org/10.1145/3680528.3687679 conf/siggrapha/2024 db/conf/siggrapha/siggrapha2024.html#CarenCTRM24 Kartik Chandra Tony Chen 0003 Josh Tenenbaum 0001 Jonathan Ragan-Kelley memo. 2024 September https://doi.org/10.5281/zenodo.13864366 Zenodo streams/repo/zenodo

Zachary Ankner Rishab Parthasarathy Aniruddha Nrusimha Christopher Rinard Jonathan Ragan-Kelley William Brandon Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding. 2024 abs/2402.05109 CoRR https://doi.org/10.48550/arXiv.2402.05109 db/journals/corr/corr2402.html#abs-2402-05109

Kartik Chandra Tzu-Mao Li Rachit Nigam Joshua B. Tenenbaum Jonathan Ragan-Kelley WatChat: Explaining perplexing programs by debugging mental models. 2024 abs/2403.05334 CoRR https://doi.org/10.48550/arXiv.2403.05334 db/journals/corr/corr2403.html#abs-2403-05334

William Brandon Mayank Mishra Aniruddha Nrusimha Rameswar Panda Jonathan Ragan-Kelley Reducing Transformer Key-Value Cache Size with Cross-Layer Attention. 2024 abs/2405.12981 CoRR https://doi.org/10.48550/arXiv.2405.12981 db/journals/corr/corr2405.html#abs-2405-12981

Han Guo William Brandon Radostin Cholakov Jonathan Ragan-Kelley Eric P. Xing Yoon Kim Fast Matrix Multiplications for Lookup Table-Quantized LLMs. 2024 abs/2407.10960 CoRR https://doi.org/10.48550/arXiv.2407.10960 db/journals/corr/corr2407.html#abs-2407-10960 streams/journals/corr

Matthew Caren Kartik Chandra Joshua B. Tenenbaum Jonathan Ragan-Kelley Karima Ma Sketching With Your Voice: "Non-Phonorealistic" Rendering of Sounds via Vocal Imitation. 2024 abs/2409.13507 CoRR https://doi.org/10.48550/arXiv.2409.13507 db/journals/corr/corr2409.html#abs-2409-13507 streams/journals/corr

Yuka Ikarashi Kevin Qian Samir Droubi Alex Reinking Gilbert Bernstein Jonathan Ragan-Kelley Exo 2: Growing a Scheduling Language. 2024 abs/2411.07211 CoRR https://doi.org/10.48550/arXiv.2411.07211 db/journals/corr/corr2411.html#abs-2411-07211 streams/journals/corr

Jonathan Ragan-Kelley Technical Perspective: Reconsidering the Design of User-Schedulable Languages. 88 2023 March 66 Commun. ACM 3 https://doi.org/10.1145/3580370 db/journals/cacm/cacm66.html#RaganKelley23

Jenny Lin Vidya Narayanan 0001 Yuka Ikarashi Jonathan Ragan-Kelley Gilbert Bernstein James McCann Semantics and Scheduling for Machine Knitting Compilers. 143:1-143:26 2023 August 42 ACM Trans. Graph. 4 https://doi.org/10.1145/3592449 https://www.wikidata.org/entity/Q130847998 db/journals/tog/tog42.html#LinNIRBM23

Sai Praveen Bangaru Lifan Wu Tzu-Mao Li Jacob Munkberg Gilbert Bernstein Jonathan Ragan-Kelley Frédo Durand Aaron E. Lefohn Yong He SLANG.D: Fast, Modular and Differentiable Shader Programming. 264:1-264:28 2023 December 42 ACM Trans. Graph. 6 https://doi.org/10.1145/3618353 https://www.wikidata.org/entity/Q130849054 db/journals/tog/tog42.html#BangaruWLMBRDLH23

Kartik Chandra Tzu-Mao Li Joshua B. Tenenbaum Jonathan Ragan-Kelley Storytelling as <i>Inverse</i> Inverse Planning. 54-70 2023 16 Top. Cogn. Sci. 1 https://doi.org/10.1111/tops.12710 db/journals/topics/topics16.html#ChandraLTR23

Alexander J. Root Maaz Bin Safeer Ahmad Dillon Sharlet Andrew Adams Shoaib Kamil 0001 Jonathan Ragan-Kelley Fast Instruction Selection for Fast Digital Signal Processing. 125-137 2023 ASPLOS (4) https://doi.org/10.1145/3623278.3624768 https://www.wikidata.org/entity/Q131109486 conf/asplos/2023-4 db/conf/asplos/asplos2023-4.html#RootASA0R23 Kartik Chandra Tzu-Mao Li Josh Tenenbaum 0001 Jonathan Ragan-Kelley Storytelling as Inverse Inverse Planning. 2023 CogSci https://escholarship.org/uc/item/3cx919kp conf/cogsci/2023 db/conf/cogsci/cogsci2023.html#ChandraL0R23 Kartik Chandra Tony Chen 0003 Tzu-Mao Li Jonathan Ragan-Kelley Josh Tenenbaum 0001 Inferring the Future by Imagining the Past. 2023 NeurIPS http://papers.nips.cc/paper_files/paper/2023/hash/42c3438f432bc62014ce65af880e0d94-Abstract-Conference.html conf/nips/2023 db/conf/nips/neurips2023.html#ChandraCLR023 Kartik Chandra Tzu-Mao Li Joshua B. Tenenbaum Jonathan Ragan-Kelley Acting as Inverse Inverse Planning. 7:1-7:12 2023 SIGGRAPH (Conference Paper Track) https://doi.org/10.1145/3588432.3591510 conf/siggraph/2023 db/conf/siggraph/siggraph2023.html#ChandraLTR23

Kartik Chandra Tzu-Mao Li Josh Tenenbaum 0001 Jonathan Ragan-Kelley Acting as Inverse Inverse Planning. 2023 abs/2305.16913 CoRR https://doi.org/10.48550/arXiv.2305.16913 db/journals/corr/corr2305.html#abs-2305-16913

Kartik Chandra Tony Chen 0003 Tzu-Mao Li Jonathan Ragan-Kelley Joshua B. Tenenbaum Inferring the Future by Imagining the Past. 2023 abs/2305.17195 CoRR https://doi.org/10.48550/arXiv.2305.17195 db/journals/corr/corr2305.html#abs-2305-17195

Tian Jin Nolan Clement Xin Dong Vaishnavh Nagarajan Michael Carbin Jonathan Ragan-Kelley Gintare Karolina Dziugaite The Cost of Down-Scaling Language Models: Fact Recall Deteriorates before In-Context Learning. 2023 abs/2310.04680 CoRR https://doi.org/10.48550/arXiv.2310.04680 db/journals/corr/corr2310.html#abs-2310-04680

William Brandon Aniruddha Nrusimha Kevin Qian Zachary Ankner Tian Jin Zhiye Song Jonathan Ragan-Kelley Striped Attention: Faster Ring Attention for Causal Transformers. 2023 abs/2311.09431 CoRR https://doi.org/10.48550/arXiv.2311.09431 db/journals/corr/corr2311.html#abs-2311-09431

Utkarsh Singhal Brian Cheung Kartik Chandra Jonathan Ragan-Kelley Joshua B. Tenenbaum Tomaso A. Poggio Stella X. Yu How to guess a gradient. 2023 abs/2312.04709 CoRR https://doi.org/10.48550/arXiv.2312.04709 db/journals/corr/corr2312.html#abs-2312-04709

Amanda Liu Gilbert Louis Bernstein Adam Chlipala Jonathan Ragan-Kelley Verified tensor-program optimization via high-level scheduling rewrites. 1-28 2022 6 Proc. ACM Program. Lang. POPL https://doi.org/10.1145/3498717 https://www.wikidata.org/entity/Q130968207 db/journals/pacmpl/pacmpl6.html#LiuBCR22

Karima Ma Michaël Gharbi Andrew Adams Shoaib Kamil 0001 Tzu-Mao Li Connelly Barnes Jonathan Ragan-Kelley Searching for Fast Demosaicking Algorithms. 172:1-172:18 2022 41 ACM Trans. Graph. 5 https://doi.org/10.1145/3508461 db/journals/tog/tog41.html#MaGAKLBR22

Kartik Chandra Audrey Xie Jonathan Ragan-Kelley Erik Meijer 0001 Gradient Descent: The Ultimate Optimizer. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/36ce475705c1dc6c50a5956cedff3d01-Abstract-Conference.html db/conf/nips/neurips2022.html#ChandraXR022 Yuka Ikarashi Gilbert Louis Bernstein Alex Reinking Hasan Genc Jonathan Ragan-Kelley Exocompilation for productive programming of hardware accelerators. 703-718 2022 PLDI https://doi.org/10.1145/3519939.3523446 https://www.wikidata.org/entity/Q130839881 conf/pldi/2022 db/conf/pldi/pldi2022.html#IkarashiBRGR22 Kartik Chandra Tzu-Mao Li Joshua B. Tenenbaum Jonathan Ragan-Kelley Designing Perceptual Puzzles by Differentiating Probabilistic Programs. 21:1-21:9 2022 SIGGRAPH (Conference Paper Track) https://doi.org/10.1145/3528233.3530715 conf/siggraph/2022 db/conf/siggraph/siggraph2022.html#ChandraLTR22

Kartik Chandra Tzu-Mao Li Joshua B. Tenenbaum Jonathan Ragan-Kelley Designing Perceptual Puzzles by Differentiating Probabilistic Programs. 2022 abs/2204.12301 CoRR https://doi.org/10.48550/arXiv.2204.12301 db/journals/corr/corr2204.html#abs-2204-12301

Alex Reinking Gilbert Louis Bernstein Jonathan Ragan-Kelley Formal Semantics for the Halide Language. 2022 abs/2210.15740 CoRR https://doi.org/10.48550/arXiv.2210.15740 db/journals/corr/corr2210.html#abs-2210-15740

Adam Paszke Daniel D. Johnson 0001 David Duvenaud Dimitrios Vytiniotis Alexey Radul Matthew J. Johnson 0002 Jonathan Ragan-Kelley Dougal Maclaurin Getting to the point: index sets and parallelism-preserving autodiff for pointful array programming. 1-29 2021 5 Proc. ACM Program. Lang. ICFP https://doi.org/10.1145/3473593 https://www.wikidata.org/entity/Q130855921 db/journals/pacmpl/pacmpl5.html#PaszkeJDVRJRM21

Luke Anderson 0001 Andrew Adams Karima Ma Tzu-Mao Li Tian Jin Jonathan Ragan-Kelley Efficient automatic scheduling of imaging and vision pipelines for the GPU. 1-28 2021 5 Proc. ACM Program. Lang. OOPSLA https://doi.org/10.1145/3485486 https://www.wikidata.org/entity/Q130856801 db/journals/pacmpl/pacmpl5.html#AndersonAMLJR21

Sai Praveen Bangaru Jesse Michel Kevin Mu Gilbert Bernstein Tzu-Mao Li Jonathan Ragan-Kelley Systematically differentiating parametric discontinuities. 107:1-107:18 2021 40 ACM Trans. Graph. 4 https://doi.org/10.1145/3450626.3459775 https://www.wikidata.org/entity/Q130968199 db/journals/tog/tog40.html#BangaruMMBLR21

Hasan Genc Seah Kim Alon Amid Ameer Haj-Ali Vighnesh Iyer Pranav Prakash Jerry Zhao Daniel Grubb Harrison Liew Howard Mao Albert J. Ou Colin Schmidt 0001 Samuel Steffl John Charles Wright Ion Stoica Jonathan Ragan-Kelley Krste Asanovic Borivoje Nikolic Yakun Sophia Shao Gemmini: Enabling Systematic Deep-Learning Architecture Evaluation via Full-Stack Integration. 769-774 2021 DAC https://doi.org/10.1109/DAC18074.2021.9586216 conf/dac/2021 db/conf/dac/dac2021.html#GencKAHIPZGLMO021 Yuka Ikarashi Jonathan Ragan-Kelley Tsukasa Fukusato Jun Kato 0001 Takeo Igarashi Guided Optimization for Image Processing Pipelines. 1-5 2021 VL/HCC https://doi.org/10.1109/VL/HCC51201.2021.9576341 conf/vl/2021 db/conf/vl/vlhcc2021.html#IkarashiRF0I21

Adam Paszke Daniel D. Johnson 0001 David Duvenaud Dimitrios Vytiniotis Alexey Radul Matthew J. Johnson 0002 Jonathan Ragan-Kelley Dougal Maclaurin Getting to the Point. Index Sets and Parallelism-Preserving Autodiff for Pointful Array Programming. 2021 abs/2104.05372 CoRR https://arxiv.org/abs/2104.05372 db/journals/corr/corr2104.html#abs-2104-05372

Yuka Ikarashi Jonathan Ragan-Kelley Tsukasa Fukusato Jun Kato 0001 Takeo Igarashi Guided Optimization for Image Processing Pipelines. 2021 abs/2107.12567 CoRR https://arxiv.org/abs/2107.12567 db/journals/corr/corr2107.html#abs-2107-12567

Tzu-Mao Li Michal Lukác Michaël Gharbi Jonathan Ragan-Kelley Differentiable vector graphics rasterization for editing and learning. 193:1-193:15 2020 39 ACM Trans. Graph. 6 https://doi.org/10.1145/3414685.3417871 db/journals/tog/tog39.html#LiLGR20

Vaishaal Shankar Karl Krauth Kailas Vodrahalli Qifan Pu Benjamin Recht Ion Stoica Jonathan Ragan-Kelley Eric Jonas Shivaram Venkataraman Serverless linear algebra. 281-295 2020 SoCC https://doi.org/10.1145/3419111.3421287 conf/cloud/2020 db/conf/cloud/socc2020.html#ShankarKVPRSRJV20 Yuanming Hu Luke Anderson 0001 Tzu-Mao Li Qi Sun 0003 Nathan Carr 0001 Jonathan Ragan-Kelley Frédo Durand DiffTaichi: Differentiable Programming for Physical Simulation. 2020 ICLR https://openreview.net/forum?id=B1eB5xSFvr conf/iclr/2020 db/conf/iclr/iclr2020.html#HuALSCRD20 Vaishaal Shankar Alex Fang Wenshuo Guo Sara Fridovich-Keil Jonathan Ragan-Kelley Ludwig Schmidt Benjamin Recht Neural Kernels Without Tangents. 8614-8623 2020 ICML http://proceedings.mlr.press/v119/shankar20a.html conf/icml/2020 db/conf/icml/icml2020.html#ShankarFGFRSR20

Vaishaal Shankar Alex Fang Wenshuo Guo Sara Fridovich-Keil Ludwig Schmidt Jonathan Ragan-Kelley Benjamin Recht Neural Kernels Without Tangents. 2020 abs/2003.02237 CoRR https://arxiv.org/abs/2003.02237 db/journals/corr/corr2003.html#abs-2003-02237

Gilbert Bernstein Michael Mara Tzu-Mao Li Dougal Maclaurin Jonathan Ragan-Kelley Differentiating a Tensor Language. 2020 abs/2008.11256 CoRR https://arxiv.org/abs/2008.11256 db/journals/corr/corr2008.html#abs-2008-11256

Luke Anderson 0001 Andrew Adams Karima Ma Tzu-Mao Li Jonathan Ragan-Kelley Learning to Schedule Halide Pipelines for the GPU. 2020 abs/2012.07145 CoRR https://arxiv.org/abs/2012.07145 db/journals/corr/corr2012.html#abs-2012-07145

Kiril Vidimce Szu-Po Wang Jonathan Ragan-Kelley Wojciech Matusik OpenFab: a programmable pipeline for multimaterial fabrication. 97-105 2019 62 Commun. ACM 9 https://doi.org/10.1145/3344808 db/journals/cacm/cacm62.html#VidimceWRM19

Andrew Adams Karima Ma Luke Anderson 0001 Riyadh Baghdadi Tzu-Mao Li Michaël Gharbi Benoit Steiner Steven Johnson Kayvon Fatahalian Frédo Durand Jonathan Ragan-Kelley Learning to optimize halide with tree search and random programs. 121:1-121:12 2019 38 ACM Trans. Graph. 4 https://doi.org/10.1145/3306346.3322967 db/journals/tog/tog38.html#AdamsMABLGSJFDR19

Yuanming Hu Tzu-Mao Li Luke Anderson 0001 Jonathan Ragan-Kelley Frédo Durand Taichi: a language for high-performance computation on spatially sparse data structures. 201:1-201:16 2019 38 ACM Trans. Graph. 6 https://doi.org/10.1145/3355089.3356506 https://www.wikidata.org/entity/Q116548194 db/journals/tog/tog38.html#HuLARD19

Maaz Bin Safeer Ahmad Jonathan Ragan-Kelley Alvin Cheung Shoaib Kamil 0001 Automatically translating image processing libraries to halide. 204:1-204:13 2019 38 ACM Trans. Graph. 6 https://doi.org/10.1145/3355089.3356549 https://www.wikidata.org/entity/Q126837649 db/journals/tog/tog38.html#AhmadRCK19

Yuanming Hu Luke Anderson 0001 Tzu-Mao Li Qi Sun 0003 Nathan Carr 0001 Jonathan Ragan-Kelley Frédo Durand DiffTaichi: Differentiable Programming for Physical Simulation. 2019 abs/1910.00935 CoRR http://arxiv.org/abs/1910.00935 db/journals/corr/corr1910.html#abs-1910-00935

Jonathan Ragan-Kelley Andrew Adams Dillon Sharlet Connelly Barnes Sylvain Paris Marc Levoy Saman P. Amarasinghe Frédo Durand Halide: decoupling algorithms from schedules for high-performance image processing. 106-115 2018 61 Commun. ACM 1 https://doi.org/10.1145/3150211 https://www.wikidata.org/entity/Q130972215 db/journals/cacm/cacm61.html#Ragan-KelleyASB18

Tzu-Mao Li Michaël Gharbi Andrew Adams Frédo Durand Jonathan Ragan-Kelley Differentiable programming for image processing and deep learning in halide. 139 2018 37 ACM Trans. Graph. 4 https://doi.org/10.1145/3197517.3201383 https://www.wikidata.org/entity/Q129480399 db/journals/tog/tog37.html#LiGADR18

Vaishaal Shankar Karl Krauth Qifan Pu Eric Jonas Shivaram Venkataraman Ion Stoica Benjamin Recht Jonathan Ragan-Kelley numpywren: serverless linear algebra. 2018 abs/1810.09679 CoRR http://arxiv.org/abs/1810.09679 db/journals/corr/corr1810.html#abs-1810-09679

Jing Pu Steven Bell Xuan Yang Jeff Setter Stephen Richardson Jonathan Ragan-Kelley Mark Horowitz Programming Heterogeneous Systems from an Image Processing DSL. 26:1-26:25 2017 14 ACM Trans. Archit. Code Optim. 3 https://doi.org/10.1145/3107953 db/journals/taco/taco14.html#PuBYSRRH17

Zachary DeVito Michael Mara Michael Zollhöfer Gilbert Bernstein Jonathan Ragan-Kelley Christian Theobalt Pat Hanrahan Matthew Fisher Matthias Nießner Opt: A Domain Specific Language for Non-Linear Least Squares Optimization in Graphics and Imaging. 171:1-171:27 2017 36 ACM Trans. Graph. 5 https://doi.org/10.1145/3132188 db/journals/tog/tog36.html#DeVitoMZBRTHFN17

Fredrik Kjolstad Shoaib Kamil 0001 Jonathan Ragan-Kelley David I. W. Levin Shinjiro Sueda Desai Chen Etienne Vouga Danny M. Kaufman Gurtej Kanwar Wojciech Matusik Saman P. Amarasinghe Simit: A Language for Physical Simulation. 20:1-20:21 2016 35 ACM Trans. Graph. 2 https://doi.org/10.1145/2866569 db/journals/tog/tog35.html#KjolstadKRLSCVK16

Ravi Teja Mullapudi Andrew Adams Dillon Sharlet Jonathan Ragan-Kelley Kayvon Fatahalian Automatically scheduling halide image processing pipelines. 83:1-83:11 2016 35 ACM Trans. Graph. 4 https://doi.org/10.1145/2897824.2925952 db/journals/tog/tog35.html#Adams16

Felix Heide Steven Diamond Matthias Nießner Jonathan Ragan-Kelley Wolfgang Heidrich Gordon Wetzstein ProxImaL: efficient image optimization using proximal algorithms. 84:1-84:15 2016 35 ACM Trans. Graph. 4 https://doi.org/10.1145/2897824.2925875 db/journals/tog/tog35.html#HeideDNRHW16

James Hegarty Ross G. Daly Zachary DeVito Mark Horowitz Pat Hanrahan Jonathan Ragan-Kelley Rigel: flexible multi-rate image processing hardware. 85:1-85:11 2016 35 ACM Trans. Graph. 4 https://doi.org/10.1145/2897824.2925892 db/journals/tog/tog35.html#HorowitzH16

Zachary DeVito Michael Mara Michael Zollhöfer Gilbert Louis Bernstein Jonathan Ragan-Kelley Christian Theobalt Pat Hanrahan Matthew Fisher Matthias Nießner Opt: A Domain Specific Language for Non-linear Least Squares Optimization in Graphics and Imaging. 2016 abs/1604.06525 CoRR http://arxiv.org/abs/1604.06525 db/journals/corr/corr1604.html#DeVitoMZBRTHFN16

Xuan Yang Jing Pu Blaine Burton Rister Nikhil Bhagdikar Stephen Richardson Shahar Kvatinsky Jonathan Ragan-Kelley Ardavan Pedram Mark Horowitz A Systematic Approach to Blocking Convolutional Neural Networks. 2016 abs/1606.04209 CoRR http://arxiv.org/abs/1606.04209 db/journals/corr/corr1606.html#YangPRBRKRPH16

Jing Pu Steven Bell Xuan Yang Jeff Setter Stephen Richardson Jonathan Ragan-Kelley Mark Horowitz Programming Heterogeneous Systems from an Image Processing DSL. 2016 abs/1610.09405 CoRR http://arxiv.org/abs/1610.09405 db/journals/corr/corr1610.html#PuBYSRRH16

Michaël Gharbi Yichang Shih Gaurav Chaurasia Jonathan Ragan-Kelley Sylvain Paris Frédo Durand Transform recipes for efficient cloud photo enhancement. 228:1-228:12 2015 34 ACM Trans. Graph. 6 https://doi.org/10.1145/2816795.2818127 db/journals/tog/tog34.html#GharbiSCRPD15

Gaurav Chaurasia Jonathan Ragan-Kelley Sylvain Paris George Drettakis Frédo Durand Compiling high performance recursive filters. 85-94 2015 High Performance Graphics https://doi.org/10.1145/2790060.2790063 https://www.wikidata.org/entity/Q130865123 conf/egh/2015 db/conf/egh/hpg2015.html#ChaurasiaRPDD15 Charith Mendis Jeffrey Bosboom Kevin Wu Shoaib Kamil 0001 Jonathan Ragan-Kelley Sylvain Paris Qin Zhao Saman P. Amarasinghe Helium: lifting high-performance stencil kernels from stripped x86 binaries to halide DSL code. 391-402 2015 PLDI https://doi.org/10.1145/2737924.2737974 https://doi.org/10.1145/2813885.2737974 https://www.wikidata.org/entity/Q131128755 conf/pldi/2015 db/conf/pldi/pldi2015.html#MendisBWKRPZA15 Jonathan Ragan-Kelley Andrew Adams Dillon Sharlet An introduction to halide. 3:1-3:160 2015 SIGGRAPH Courses https://doi.org/10.1145/2776880.2792710 https://www.wikidata.org/entity/Q130973212 conf/siggraph/2015courses db/conf/siggraph/siggraph2015courses.html#Ragan-KelleyAS15 Jonathan Ragan-Kelley Decoupling algorithms from the organization of computation for high performance image processing. 2014 Massachusetts Institute of Technology, Cambridge, MA, USA https://hdl.handle.net/1721.1/89996 ndltd.org (oai:dspace.mit.edu:1721.1/89996)

James Hegarty John S. Brunhaver Zachary DeVito Jonathan Ragan-Kelley Noy Cohen Steven Bell Artem Vasilyev Mark Horowitz Pat Hanrahan Darkroom: compiling high-level image processing code into hardware pipelines. 144:1-144:11 2014 33 ACM Trans. Graph. 4 https://doi.org/10.1145/2601097.2601174 db/journals/tog/tog33.html#HorowitzH14

Jason Ansel Shoaib Kamil 0001 Kalyan Veeramachaneni Jonathan Ragan-Kelley Jeffrey Bosboom Una-May O'Reilly Saman P. Amarasinghe OpenTuner: an extensible framework for program autotuning. 303-316 2014 PACT https://doi.org/10.1145/2628071.2628092 conf/IEEEpact/2014 db/conf/IEEEpact/pact2014.html#AnselKVRBOA14 Ingo Wald Jonathan Ragan-Kelley High-Performance Graphics 2014, Lyon, France, 2014. Proceedings High Performance Graphics Eurographics Association 2014 http://diglib.eg.org/handle/10.2312/7756 db/conf/egh/hpg2014.html 978-3-905674-60-6

Kiril Vidimce Szu-Po Wang Jonathan Ragan-Kelley Wojciech Matusik OpenFab: a programmable pipeline for multi-material fabrication. 136:1-136:12 2013 32 ACM Trans. Graph. 4 https://doi.org/10.1145/2461912.2461993 db/journals/tog/tog32.html#VidimceWRM13

Phitchaya Mangpo Phothilimthana Jason Ansel Jonathan Ragan-Kelley Saman P. Amarasinghe Portable performance on heterogeneous architectures. 431-444 2013 ASPLOS https://doi.org/10.1145/2451116.2451162 https://doi.org/10.1145/2499368.2451162 https://doi.org/10.1145/2490301.2451162 conf/asplos/2013 db/conf/asplos/asplos2013.html#PhothilimthanaARA13 Jonathan Ragan-Kelley Connelly Barnes Andrew Adams Sylvain Paris Frédo Durand Saman P. Amarasinghe Halide: a language and compiler for optimizing parallelism, locality, and recomputation in image processing pipelines. 519-530 2013 PLDI https://doi.org/10.1145/2491956.2462176 https://doi.org/10.1145/2499370.2462176 https://www.wikidata.org/entity/Q122278156 conf/pldi/2013 db/conf/pldi/pldi2013.html#Ragan-KelleyBAPDA13

Jonathan Ragan-Kelley Andrew Adams Sylvain Paris Marc Levoy Saman P. Amarasinghe Frédo Durand Decoupling algorithms from schedules for easy optimization of image processing pipelines. 32:1-32:12 2012 31 ACM Trans. Graph. 4 https://doi.org/10.1145/2185520.2185528 https://www.wikidata.org/entity/Q131128222 db/journals/tog/tog31.html#Ragan-KelleyAPLAD12

Jonathan Ragan-Kelley Jaakko Lehtinen Jiawen Chen 0001 Michael C. Doggett Frédo Durand Decoupled sampling for graphics pipelines. 17:1-17:17 2011 30 ACM Trans. Graph. 3 https://doi.org/10.1145/1966394.1966396 db/journals/tog/tog30.html#Ragan-KelleyLCDD11

Ilya Baran Jiawen Chen 0001 Jonathan Ragan-Kelley Frédo Durand Jaakko Lehtinen A hierarchical volumetric shadow algorithm for single scattering. 178 2010 29 ACM Trans. Graph. 6 https://doi.org/10.1145/1882261.1866200 https://doi.org/10.1145/1866158.1866200 db/journals/tog/tog29.html#BaranCRDL10

Jonathan Ragan-Kelley Charlie Kilpatrick Brian W. Smith Doug Epps Paul Green 0001 Christophe Hery Frédo Durand The lightspeed automatic interactive lighting preview system. 25 2007 26 ACM Trans. Graph. 3 https://doi.org/10.1145/1276377.1276409 https://doi.org/10.1145/1275808.1276409 db/journals/tog/tog26.html#Ragan-KelleyKSEGHD07

Andrew Adams Maaz Bin Safeer Ahmad Saman P. Amarasinghe Alon Amid Luke Anderson 0001 Zachary Ankner Jason Ansel Krste Asanovic Ben Athiwaratkun Riyadh Baghdadi Sai Praveen Bangaru Manya Bansal Ilya Baran Connelly Barnes Steven Bell Gilbert Louis BernsteinGilbert Bernstein Nikhil Bhagdikar Jeffrey Bosboom William Brandon John S. Brunhaver Michael Carbin Matthew Caren Nathan Carr 0001 Kartik Chandra Gaurav Chaurasia Desai Chen Jiawen Chen 0001 Tony Chen 0003 Ellie Y. Cheng Alvin Cheung Brian Cheung Adam Chlipala Radostin Cholakov Nolan Clement Noy Cohen Elias Rojas Collins Katie CollinsKatherine M. Collins Joseph W. Cutler Ross DalyRoss G. Daly Tri Dao Zach DeVitoZachary DeVito Steven Diamond Ana Dodik Michael C. Doggett Xin Dong George Drettakis Samir Droubi Frédo Durand David Duvenaud Gintare Karolina Dziugaite Blake M. Elias Doug Epps Alex Fang Kayvon Fatahalian Matthew Fisher Sara Fridovich-Keil Tsukasa Fukusato Hasan Genc Michaël Gharbi Purvi Goel Paul Green 0001 Daniel Grubb Han Guo Wenshuo Guo Christophe Gyurgyik Ameer Haj-Ali Pat Hanrahan Yong He James Hegarty Felix Heide Wolfgang Heidrich Christophe Hery Mark Horowitz Yuanming Hu Takeo Igarashi Yuka Ikarashi Vighnesh Iyer Tian Jin Daniel D. Johnson 0001 Matthew J. Johnson 0002 Steven Johnson Eric Jonas Shoaib Kamil 0001 Gurtej Kanwar Jun Kato 0001 Danny M. Kaufman Charlie Kilpatrick Seah Kim Yoon Kim Fredrik Kjolstad Max Kleiman-Weiner Karl Krauth Shahar Kvatinsky Aaron E. Lefohn Jaakko Lehtinen David I. W. Levin Marc Levoy Tzu-Mao Li Harrison Liew Jenny Lin Amanda Liu Michal Lukác Karima Ma Dougal Maclaurin Ahmed H. Mahmoud Howard Mao Michael Mara Wojciech Matusik James McCann Erik Meijer 0001 Charith Mendis Jesse Michel Mayank Mishra Kevin Mu Ravi Teja Mullapudi Jacob Munkberg Vaishnavh Nagarajan Vidya Narayanan 0001 Matthias Nießner Rachit Nigam Borivoje Nikolic Aniruddha Nrusimha Una-May O'Reilly Albert J. Ou Rameswar Panda Sylvain Paris Rishab Parthasarathy Adam Paszke Ardavan Pedram Phitchaya Mangpo Phothilimthana Tomaso A. Poggio Pranav Prakash Jing Pu Qifan Pu Kevin Qian Alexey Radul Benjamin Recht Alex Reinking Stephen Richardson Christopher Rinard Blaine RisterBlaine Burton Rister Alexander J. Root Daniel Sainati Nikunj Saunshi Colin Schmidt 0001 Ludwig Schmidt Jeff Setter Vaishaal Shankar Yakun Sophia Shao Dillon Sharlet Yikang Shen Yi-Chang ShihYichang Shih Utkarsh Singhal Vincent Sitzmann Brian W. Smith Justin Solomon 0001 Shuaiwen SongShuaiwen Leon Song Zhiye Song Samuel Steffl Benoit Steiner Ion Stoica Suvinay Subramanian Shinjiro Sueda Qi Sun 0003 Joshua B. TenenbaumJosh Tenenbaum 0001 Christian Theobalt Artem Vasilyev Kalyan Veeramachaneni Shivaram Venkataraman Kiril Vidimce Kailas Vodrahalli Etienne Vouga Dimitrios Vytiniotis Ingo Wald Jue Wang Szu-Po Wang Adrian Weller Gordon Wetzstein John Charles Wright Kevin Wu Lifan Wu Audrey Xie Eric P. Xing Xuan Yang Xuanda Yang Amir Yazdanbakhsh Isabella Yu Stella X. Yu Muru Zhang Jerry Zhao Qin Zhao Zhongzhu Zhou Michael Zollhöfer