Refereed Journal Articles

1. T. C. Henderson, A. A. Efros, ``Evolutionary Teleomorphology,'' Robotics and Autonomous Systems, Vol. 19, No. 1, 1997.
2. T. M. Sobh, M. Dekhil, and A. A. Efros, ``Sensing Under Uncertainty for Mobile Robots,'' Journal of Intelligent & Robotic Systems, Vol. 25, No. 1, 1999
3. M. Dekhil, A. A. Efros, and T.M. Sobh, ``Commanding sensors and controlling indoor autonomous mobile robots,'' International Journal of Intelligent Control and Systems, Vol. 3, No. 1, 1999.
4. T. M. Sobh, M. Dekhil, A. A. Efros and R. Mihali, ``Logical Control for Mobile Robots,'' International Journal of Robotics & Automation, Vol. 16, No. 2, 2001.
5. L. Ren, A. Patrick, A.A. Efros, J. Hodgins, and J.M. Rehg, ``Quantifying Natural Human Motion'', Transactions on Graphics (SIGGRAPH 05), July 2005
6. D. Hoiem, A.A. Efros, and M. Hebert, ``Automatic Photo Pop-up'', Transactions on Graphics (SIGGRAPH 05), July 2005
7. J. Hays, A. A. Efros. ``Scene Completion Using Millions of Photographs'', ACM Transactions on Graphics (SIGGRAPH 2007), August 2007, vol. 26, No. 3.
8. J.-F. Lalonde, D. Hoiem, A. A. Efros, C. Rother, J. Winn, A. Criminisi. ``Photo Clip Art'', ACM Transactions on Graphics (SIGGRAPH 2007), August 2007, Vol 26. No. 3.
9. D. Hoiem, A.A. Efros, and M. Hebert, ``Recovering Surface Layout from an Image'', International Journal of Computer Vision (IJCV), vol. 75, no. 1, October 2007
10. M.H. Nguyen, J.-F. Lalonde, A.A. Efros, F. de la Torre. ``Image-based Shaving'', Computer Graphics Forum Journal (Eurographics 2008), 27(2), 2008.
11. D. Hoiem, A.A. Efros, and M. Hebert, ``Putting Objects in Perspective'', International Journal of Computer Vision (IJCV), vol. 80, no. 1, October 2008
12. J. Hays and A.A. Efros, ``Scene completion using millions of photographs'', Communications of the ACM, vol. 51, no. 10, October 2008 (named Seminal Graphics Paper)
13. J.-F. Lalonde, A.A. Efros, S.G. Narasimhan, ``Webcam Clip Art: Appearance and Illuminant Transfer from Time-lapse Sequences'', ACM Transactions on Graphics (SIGGRAPH Asia 2009), 28(5), 2009
14. J.-F. Lalonde, S.G. Narasimhan, A.A. Efros, ``What Do the Sun and the Sky Tell Us About the Camera?'', International Journal of Computer Vision (IJCV), vol 88, no. 1, 2010
15. D. Hoiem, A.A. Efros, and M. Hebert, ``Recovering Occlusion Boundaries from an Image'', International Journal of Computer Vision (IJCV), vol 91, no. 3, 2011
16. A. Srivastava, T. Malisiewicz, A. Gupta, A.A. Efros, ``Data-driven Visual Similarity for Cross-domain Image Matching'', ACM Transactions on Graphics (SIGGRAPH Asia 2011), 30(6), 2011
17. J.-F. Lalonde, A.A. Efros, S.G. Narasimhan, ``Estimating the Natural Illumination Conditions from a Single Outdoor Image'', International Journal of Computer Vision (IJCV), vol 98, no. 2, 2012
18. C. Doersch, S. Singh, A. Gupta, J. Sivic, A.A. Efros, ``What makes Paris look like Paris?'', ACM Transactions on Graphics (SIGGRAPH 2012), 31(3), 2012
19. E. Reinhard, A.A. Efros, J. Kautz, H.P. Seidel, ``On Visual Realism of Synthesized Imagery'', Proceedings of the IEEE, 101(9), pp pp 1998-2007, Sept 2013
20. H. Kang, M. Hebert, A.A. Efros, T. Kanade, ``Data-driven Objectness'', IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 99, pp 1-8, April 2014
21. N. Kholgade, T. Simon, A.A. Efros, Y. Sheikh,``3D Object Manipulation in a Single Photograph using Stock 3D Models'', ACM Transactions on Graphics (SIGGRAPH 2014), August 2014, vol. 33, No. 4.
22. J.-Y. Zhu, Y.J. Lee, A.A. Efros, ``AverageExplorer: Interactive Exploration and Alignment of Visual Data Collections'', ACM Transactions on Graphics (SIGGRAPH 2014), August 2014, vol. 33, No. 4.
23. D. Fouhey, V. Delaitre, A. Gupta, A.A. Efros, I. Laptev, J. Sivic, ``People Watching: Human Actions as a Cue for Single View Geometry'', International Journal of Computer Vision (IJCV), vol 110, no. 3, Dec 2014
24. S. Arietta, A.A. Efros, R. Ramamoorthi, M. Agrawala, ``City Forensics: Using Visual Elements to Predict Non-Visual City Attributes'', IEEE Transactions on Visualization and Computer Graphics, vol 20, no. 12, 2013 (Best Paper honorable mention)
25. J-Y. Zhu, A. Agarwala, A.A. Efros, E. Shechtman, J. Wang, ``Mirror Mirror: Crowdsourcing better portraits'', ACM Transactions on Graphics (SIGGRAPH Asia), vol 33, no 6, 2014
26. F. Okura, K. Vanhoey, A. Bousseau, A.A. Efros, G. Drettakis, ``Unifying Color and Texture Transfer for Predictive Appearance Manipulation'', Computer Graphics Forum (Proceedings of the Eurographics Symposium on Rendering), Volume 34, Number 4, 2015
27. C. Doersch, S. Singh, A. Gupta, J. Sivic, A.A. Efros, ``What makes Paris look like Paris?'', Comm. of the ACM, 58(12), 2015
28. T.-C. Wang, A.A. Efros, R. Ramamoorthi, ``Depth Estimation with Occlusion Modeling Using Light-field Cameras'', Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2016
29. J. Ribelles, D. Gutierrez, A.A. Efros, ``BUILDUP: interactive creation of urban scenes from large photo collections'', Multimedia Tools and Applications, 76(10), 2017
30. R Zhang, JY Zhu, P Isola, X Geng, AS Lin, T Yu, AA Efros, ``Real-time user-guided image colorization with learned deep priors'', ACM Transactions on Graphics (SIGGRAPH), 36(4), 119:1--119:11, 2017
31. T-C. Wang, J-Y. Zhu, N.K. Kalantari, A.A. Efros, R. Ramamoorthi, ``Light Field Video Capture Using a Learning-Based Hybrid Imaging System'', ACM Transactions on Graphics (SIGGRAPH), 36(4), 133:1--133:13, 2017
32. T-C. Wang, M. Chandraker, A.A. Efros, R. Ramamoorthi, ``SVBRDF-Invariant Shape and Reflectance Estimation from a Light-Field Camera'', IEEE Trans. PAMI 40(3): 740-754, 2018
33. J. Delanoy, M. Aubry, P. Isola, A.A. Efros, A. Bousseau, ``3D Sketching using Multi-View Deep Volumetric Prediction'', Proc. of the ACM on Computer Graphics and Interactive Techniques, 1(1), July 2018
34. J. Philip, M. Gharbi, T. Zhou, A.A. Efros, G. Drettakis, ``Multi-view Relighting using a Geometry-Aware Network'', ACM Transactions on Graphics (SIGGRAPH), 38(4), July 2019
35. B. Yang, D. Jayaraman, G. Berseth, A.A. Efros and S. Levine, "Morphology-Agnostic Visual Robotic Control," in IEEE Robotics and Automation Letters, vol. 5, no. 2, pp. 766-773, April 2020
36. X. Shen, R. Champenois, S. Ginosar, I. Pastrolin, M. Rousselot, O. Bounou, T. Monnier, S. Gidaris, F. Bougard, P.-G. Raverdy, M.-F. Limon, C. Benevent, M. Smith, O. Poncet, K. Bender, B. Joyeux-Prunel, E. Honig, A.A. Efros, M. Aubry, ``Spatially-Consistent Feature Matching and Learning for Heritage Image Analysis,'' Int J Computer Vision, 130, 2022
37. R. Wang, Y. Sun, Y. Gandelsman, X. Chen, A.A. Efros, X. Wang, ``Test-Time Training on Video Streams'', Journal of Machine Learning Research, 26(9), 2025

Refereed Conference Papers

1. A. A. Efros, T. K. Leung, ``Texture Synthesis by Non-parametric Sampling,'', IEEE International Conference on Computer Vision (ICCV), Corfu, Greece, September 1999 (Helmholtz Test-of-Time Prize)
2. A. A. Efros, W. T. Freeman, ``Image Quilting for Texture Synthesis and Transfer'', Proceedings of SIGGRAPH 01, Los Angeles, August 2001 (named Seminal Graphics Paper)
3. A. A. Efros, A. C. Berg, G. Mori, J. Malik, ``Recognizing Action at a Distance,'', IEEE International Conference on Computer Vision (ICCV), Nice, France, October 2003 (Helmholtz Test-of-Time Prize)
4. G. Mori, X. Ren, A. A. Efros, J. Malik, ``Recovering Human Body Configurations: Combining Segmentation and Recognition'', IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Washington DC, June 2004.
5. A. A. Efros, V. Isler, J. Shi, M. Visontai, ``Seeing Through Water'', Advances in Neural Information Processing Systems (NIPS), vol 17, Vancouver, BC, December 2004.
6. D. Hoiem, A.A. Efros, and M. Hebert, ``Geometric Context from a Single Image'', IEEE International Conference on Computer Vision (ICCV), Beijing, October 2005.
7. J. Sivic, B.C. Russell, A.A. Efros, A. Zisserman, W. T. Freeman, ``Discovering objects and their localization in images'', IEEE International Conference on Computer Vision (ICCV), Beijing, October 2005 (Helmholtz Test-of-Time Prize)
8. J. Hays, M. Leordeanu, A.A. Efros, Y. Liu, ``Discovering Texture Regularity as a Higher-Order Correspondence Problem'', European Conference on Computer Vision (ECCV), Graz, Austria, May 2006.
9. B.C. Russell, A.A. Efros, J. Sivic, A. Zisserman, W. T. Freeman, ``Using Multiple Segmentations to Discover Objects and their Extent in Image Collections'', IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York, June 2006.
10. D. Hoiem, A.A. Efros, and M. Hebert, ``Putting Objects in Perspective'', IEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York, June 2006. (Best Paper Award)
11. B. Nabbe, D. Hoiem, A.A. Efros, M. Hebert, ``Opportunistic use of vision to push back the path planning horizon'', IEEE International Conference on Intelligent Robots and Systems (IROS), Beijing, October 2006.
12. T. Malisiewicz, A.A. Efros, ``Improving Spatial Support for Objects via Multiple Segmentations'', British Machine Vision Conference (BMVC 2007) , September 2007.
13. D. Hoiem, A. Stein, A.A. Efros, M. Hebert, ``Recovering Occlusion Boundaries from a Single Image'', IEEE International Conference on Computer Vision (ICCV), Rio de Janeiro, October 2007.
14. J.-F. Lalonde, A.A. Efros, ``Using Color Compatibility for Assessing Image Realism'', IEEE International Conference on Computer Vision (ICCV), Rio de Janeiro, October 2007.
15. J. Hays, A.A. Efros, ``im2gps: estimating geographic information from a single image'', Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, June 2008
16. T. Malisiewicz, A.A. Efros , ``Recognition by Association via Learning per-exemplar Distances'', Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, June 2008
17. D. Hoiem, A.A. Efros, M. Hebert, ``Closing the Loop on Scene Interpretation'', Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, June 2008
18. J. Sivic, B.C. Russell, A. Zisserman, W.T. Freeman, A.A. Efros, ``Unsupervised Discovery of Object Hierarchies'', Conference on Computer Vision and Pattern Recognition (CVPR), Anchorage, Alaska, June 2008
19. J-F Lalonde, S.G. Narasimhan, A.A. Efros, ``What Does the Sky Tell Us About the Camera?'', European Conference on Computer Vision (ECCV), Marseille, France, October 2008
20. S.K. Divvala, D. Hoiem, J. Hays, A.A. Efros, M. Hebert, ``An Empirical Study of Context in Object Detection'', Conference on Computer vision and Pattern ecognition (CVPR), Miami Beach, Florida, June 2009
21. J-F Lalonde, A.A. Efros, S.G. Narasimhan, ``Estimating Natural Illumination from a Single Outdoor Image'', International Conference on Computer Vision (ICCV), Kyoto, Japan, October 2009
22. E. Kalogerakis, O. Vesselova, J. Hays, A.A. Efros, A. Hertzmann, ``Image Sequence Geolocation with Human Travel Priors'', International Conference on Computer Vision (ICCV), Kyoto, Japan, October 2009
23. T. Malisiewicz, A.A. Efros, ``Beyond Categories: The Visual Memex Model for Reasoning About Object Relationships'', NIPS 2009, Vancouver, Canada, December 2009
24. B. Russell, A.A. Efros, J. Sivic, B. Freeman, A. Zisserman, ``Segmenting Scenes by Matching Image Composites'', NIPS 2009, Vancouver, Canada, December 2009
25. A. Gupta, A.A. Efros, M. Hebert, ``Blocks World Revisited: Image Understanding using Qualitative Geometry and Mechanics'', European Conference on Computer Vision (ECCV), Crete, Greece, September 2010 (Best Paper Honorable Mention)
26. J-F Lalonde, A.A. Efros, S.G. Narasimhan, ``Detecting Ground Shadows in Outdoor Consumer Photographs'', European Conference on Computer Vision (ECCV), Crete, Greece, September 2010
27. A. Gupta, S. Satkin, A.A. Efros, M. Hebert, ``From 3D Scene Geometry to Human Workspace'', Conference on Computer Vision and Pattern Recognition (CVPR), Colorado Springs, June 2011
28. A. Torralba, A.A. Efros, ``Unbiased Look at Dataset Bias'', Conference on Computer Vision and Pattern Recognition (CVPR), Colorado Springs, June 2011
29. T. Malisiewicz, A. Gupta, A.A. Efros, ``Ensemble of Exemplar-SVMs for Object Detection and Beyond'', International Conference on Computer Vision (ICCV), Barcelona, Nov 2011
30. S. Divvala, A.A. Efros, M. Hebert, ``Object Instance Sharing by Enhanced Bounding Box Correspondence'', British Machine Vision Conference (BMVC), Sept 2012
31. S. Singh, A. Gupta, A.A. Efros, ``Unsupervised Discovery of Mid-Level Discriminative Patches'', European Conference on Computer Vision (ECCV), Florence, Oct 2012
32. D. Fouhey, V. Delaitre, A. Gupta, A.A. Efros, I. Laptev, J. Sivic, ``People Watching: Human Actions as a Cue for Single View Geometry'', European Conference on Computer Vision (ECCV), Florence, Oct 2012
33. V. Delaitre, D. Fouhey, I. Laptev, J. Sivic, A. Gupta, A.A. Efros, ``Scene Semantics from Long-term Observation of People'', European Conference on Computer Vision (ECCV), Florence, Oct 2012
34. F. Palermo, J. Hays, A.A. Efros, ``Dating Historical Color Images'', European Conference on Computer Vision (ECCV), Florence, Oct 2012
35. A. Khosla, T. Zhou, T. Malisiewicz, A.A. Efros, A. Torralba, ``Undoing the Damage of Dataset Bias'', European Conference on Computer Vision (ECCV), Florence, Oct 2012
36. H. Kang, M. Hebert, A.A. Efros, T. Kanade. ``Connecting Missing Links: Object Discovery from Sparse Observations using 5 Million Product Images'', European Conference on Computer Vision (ECCV), Florence, Oct 2012
37. C. Doersch, A. Gupta, A.A. Efros. ``Mid-Level Visual Element Discovery as Discriminative Mode Seeking'', in Proc. Neural Information Processing Systems (NIPS), Reno, NV, Dec 2013
38. Y.J. Lee, A.A. Efros, and M. Hebert, ``Style-aware Mid-level Representation for Discovering Visual Connections in Space and Time'', in Proceedings of the IEEE International Conference on Computer Vision (ICCV), Sydney, Dec 2013
39. M. Aubry, D. Maturana, A.A. Efros, B. Russell, J.Sivic, ``Seeing 3D chairs: exemplar part-based 2D-3D alignment using a large dataset of CAD models'', in Proc. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Columbus, OH, June 2014
40. C. Doersch, A. Gupta, A.A. Efros, ``Context as Supervisory Signal: Discovering Objects with Predictable Context'', In Proc. European Conference on Computer Vision (ECCV), Zurich, Sept 2014
41. S. Lee, N. Maisonneuve, D. Crandall, A.A. Efros, J. Sivic, ``Linking past to present: Discovering style in two centuries of architecture'', in International Conference on Computational Photography (ICCP 2015), May 2015
42. T. Zhou, Y.-J. Lee, S.X. Yu, A.A. Efros, ``FlowWeb: Joint Image Set Alignment by Weaving Consistent, Pixel-wise Correspondences'', in IEEE Conf. on Computer Vision and Parrern Recognition (CVPR), 2015, Boston, June 2015
43. T.-C. Wang, A.A. Efros, R. Ramamoorthi, ``Occlusion-aware Depth Estimation Using Light-field Cameras'', in International Conference on Computer Vision (ICCV), Santiago, Dec 2015
44. J.-Y. Zhu, P. Krähenbühl, E. Shechtman, A.A. Efros, ``Learning a Discriminative Model for the Perception of Realism in Composite Images``, in International Conference on Computer Vision (ICCV), Santiago, Dec 2015
45. T. Zhou, P. Krähenbühl, A.A. Efros, ``Learning Data-driven Reflectance Priors for Intrinsic Image Decomposition'', in International Conference on Computer Vision (ICCV), Santiago, Dec 2015
46. C. Doersch, A. Gupta, A.A. Efros, ``Unsupervised Visual Representation Learning by Context Prediction'', in International Conference on Computer Vision (ICCV), Santiago, Dec 2015
47. K.K. Singh, K. Fatahalian, A.A. Efros, ``KrishnaCam: Using a Longitudinal, Single-Person, Egocentric Dataset for Scene Understanding Tasks'', in IEEE Winter Conference on Applications of Computer Vision (WACV), Lake Placid, March 2016
48. T.-C. Wang, M. Chandraker, A.A. Efros, R. Ramamoorthi, ``SVBRDF-Invariant Shape and Reflectance Estimation from Light-Field Cameras'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Los Vegas, June 2016
49. D. Pathak, P. Krähenbühl, J. Donahue, T. Darrell, A.A. Efros, ``Context Encoders: Feature Learning by Inpainting'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Los Vegas, June 2016
50. T. Zhou, P. Krähenbühl, M. Aubry, Q. Huang, A.A. Efros, ``Learning Dense Correspondence via 3D-guided Cycle Consistency'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Los Vegas, June 2016
51. R. Zhang, P. Isola, A.A. Efros, ``Colorful Image Colorization'', in European Conference on Computer Vision (ECCV), Amsterdam, Oct 2016
52. T.-C. Wang, J.-Y. Zhu, E. Hiroaki, M. Chandraker, A.A. Efros, R. Ramamoorthi, ``4D Light-Field Dataset and CNN Architectures for Material Recognition'', in European Conference on Computer Vision (ECCV), Amsterdam, Oct 2016
53. T. Zhou, S. Tulsiani, W. Sun, J. Malik, A.A. Efros, ``View Synthesis by Appearance Flow'', in European Conference on Computer Vision (ECCV), Amsterdam, Oct 2016
54. J.-Y. Zhu, P. Krähenbühl, E. Shechtman, A.A. Efros, ``Generative Visual Manipulation on the Natural Image Manifold'', in European Conference on Computer Vision (ECCV), Amsterdam, Oct 2016
55. P. Isola, J.-Y. Zhu, T. Zhou, A.A. Efros, ``Image-to-image translation with conditional adversarial networks'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Honolulu, July 2017
56. R. Zhang, P. Isola, A.A. Efros, ``Split-brain autoencoders: Unsupervised learning by cross-channel prediction'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Honolulu, July 2017
57. S. Tulsiani, H. Su, L.J. Guibas, A.A. Efros, J. Malik, ``Learning shape abstractions by assembling volumetric primitives'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Honolulu, July 2017
58. S. Tulsiani, T. Zhou, A.A. Efros, J. Malik, ``Multi-view supervision for single-view reconstruction via differentiable ray consistency'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Honolulu, July 2017
59. D. Pathak, P. Agrawal, A.A. Efros, T. Darrell, ``Curiosity-driven exploration by self-supervised prediction'', Proceedings of the 34th International Conference on Machine Learning (ICML), Aug 2017
60. J.Y. Zhu, T. Park, P. Isola, A.A. Efros, ``Unpaired image-to-image translation using cycle-consistent adversarial networks'', The IEEE International Conference on Computer Vision (ICCV), Venice, Oct 2017
61. J.Y. Zhu, R. Zhang, D. Pathak, T. Darrell, A.A. Efros, O. Wang, E. Shechtman, ``Toward Multimodal Image-to-Image Translation'', In Neural Information Processing Systems (NIPS), Long Beach, Dec 2017
62. D. Pathak, P. Mahmoudieh, G. Luo, P. Agrawal, D. Chen, Y. Shentu, E. Shelhamer, J. Malik, A.A. Efros, T. Darrell, ``Zero-shot Visual Immitation'', in International Conference on Learning Representations (ICLR), May 2018
63. S. Tulsiani, S. Gupta, D. Fouhey, A.A. Efros, J. Malik, ``Factoring Shape, Pose, and Layout from the 2D Image of a 3D Scene'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, June 2018
64. D. Fouhey, W. Kuo, A.A. Efros, J. Malik, ``From Lifestyle VLOGs to Everyday Interactions'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, June 2018
65. S. Tulsiani, A.A. Efros, J. Malik, ``Multi-view Consistency as Supervisory Signal for Learning Shape and Pose Prediction'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, June 2018
66. R. Zhang, P. Isola, A.A. Efros, E. Shechtman, O. Wang, ``The Unreasonable Effectiveness of Deep Features as a Perceptual Metric'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Salt Lake City, June 2018
67. R. Dubey, P. Agrawal, D. Pathak, T. Griffiths, A.A. Efros, ``Investigating Human Priors for Playing Video Games'', in International Conference on Machine Learning (ICML), Stockholm, July 2018
68. J. Hoffman, E. Tzeng, T. Park, J-Y Zhu, P. Isola, K. Saenko, A.A. Efros, T. Darrell, ``CyCADA: Cycle-Consistent Adversarial Domain Adaptation'', in International Conference on Machine Learning (ICML), Stockholm, July 2018
69. A. Kanazawa, S. Tulsiani, A.A. Efros, J. Malik, ``Learning Category-Specific Mesh Reconstruction from Image Collections'', in European Conference on Computer Vision (ECCV), Munich, Sept 2018
70. A. Owens, A.A. Efros, ``Audio-Visual Scene Analysis with Self-Supervised Multisensory Features'', in European Conference on Computer Vision (ECCV), Munich, Sept 2018
71. M. Huh, A. Liu, A. Owens, A.A. Efros, ``Fighting Fake News: Image Splice Detection via Learned Self-Consistency'', in European Conference on Computer Vision (ECCV), Munich, Sept 2018
72. Z. Wu and A.A. Efros, S.X. Yu, ``Improving Generalization via Scalable Neighborhood Component Analysis'', in European Conference on Computer Vision (ECCV), Munich, Sept 2018
73. Y. Burda, H. Edwards, D. Pathak, A. Storkey, T. Darrell, A.A. Efros, ``Large-Scale Study of Curiosity-Driven Learning'', in International Conference on Learning Representations (ICLR), May 2019
74. D. Jayaraman, F. Ebert, A.A. Efros, S. Levine, ``Time-Agnostic Prediction: Predicting Predictable Video Frames'', in International Conference on Learning Representations (ICLR), May 2019
75. X. Wang, A. Jabri, A.A. Efros, ``Learning Correspondence from the Cycle-Consistency of Time'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Long Beach, June 2019
76. X. Shen, A.A. Efros, M. Aubry, ``Discovering Visual Patterns in Art Collections with Spatially-cinonsistent Feature Learning'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Long Beach, June 2019
77. C. Chan, S. Ginosar, T. Zhou, A.A. Efros, ``Everybody Dance Now'', in International Conference on Computer Vision (ICCV), Seoul, Oct 2019
78. A. Ghosh, R. Zhang, P. Dokaria, O. Wang, A.A. Efros, P. Torr, E. Shechtman, ``Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation'', in International Conference on Computer Vision (ICCV), Seoul, Oct 2019
79. S.-Y. Wang, O. Wang, A. Owens, R. Zhang, A.A. Efros, ``Detecting Photoshopped Faces by Scripting Photoshop'', in International Conference on Computer Vision (ICCV), Seoul, Oct 2019
80. D. Pathak, C. Lu, T. Darrell, P. Isola, A.A. Efros, ``Learning to Control Self-Assembling Morphologies: A Study of Generalization via Modularity'', in Neural Information Processing Systems, Vancouver, Dec 2019
81. S.-Y. Wang, O. Wang, R. Zhang, A. Owens, A.A. Efros, ``CNN-generated images are surprisingly easy to spot... for now'', in IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2020
82. Y. Sun, X. Wang, Z. Liu, J. Miller, A.A. Efros, M. Hardt, ``Test-Time Training with Self-Supervision for Generalization under Distribution Shifts'', in International Conference for Machine Learning (ICML), 2020
83. L. Ma, Z. Lin, C. Barnes, A.A. Efros, J. Lu, ``Unselfie: Translating Selfies to Neutral-pose Portraits in the Wild'', in European Conference on Computer Vision (ECCV), 2020
84. W. Peebles, J. Peebles, J.-Y. Zhu, A.A. Efros, A. Torralba, ``The Hessian Penalty: a Weak Prior for Unsupervised Disentanglement'', in European Conference on Computer Vision (ECCV), 2020
85. X. Shen, F. Darmon, A.A. Efros, M. Aubry, ``RANSAC-Flow: generic two-stage image alignment'', in European Conference on Computer Vision (ECCV), 2020
86. T. Park, A.A. Efros, R. Zhang, J.-Y. Zhu, ``Contrastive Learning for Unpaired Image-to-Image Translation'', in European Conference on Computer Vision (ECCV), 2020
87. A. Liu, S. Ginosar, T. Zhou, A.A. Efros, N. Snavely, ``Learning to Factorize and Relight a City'', in European Conference on Computer Vision (ECCV), 2020
88. T. Park, J.-Y. Zhu, O. Wang, J. Lu, E. Shechtman, A.A. Efros, R. Zhang, ``Swapping Autoencoder for Deep Image Manipulation'', in Neural Information Processing Systems, 2020
89. A. Jabri, A. Owens, A.A. Efros, ``Space-Time Correspondence as a Contrastive Random Walk'', in Neural Information Processing Systems, 2020
90. T. Xiao, X. Wang, A.A. Efros, T. Darrell, ``What Should Not Be Contrastive in Contrastive Learning'', in International Conference on Learning Representations, 2021
91. N. Hansen, R. Jangir, Y. Sun, G. Alenya, P. Abbeel, A.A. Efros, L. Pinto, X. Wang, ``Self-Supervised Policy Adaptation during Deployment'', in International Conference on Learning Representations, 2021
92. Q. Zhang, T. Xiao, A.A. Efros, L. Pinto, X. Wang, ``Learning Cross-Domain Correspondence for Control with Dynamics Cycle-Consistency'', in International Conference on Learning Representations, 2021
93. U. Ojha, Y. Li, J. Lu, A.A. Efros, Y-J. Lee, E. Shechtman, R. Zhang, ``Few-shot Image Generation via Cross-domain Correspondence'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2021
94. Z. Lai, S. Liu, A.A. Efros, X. Wang, ``Video Autoencoder: self-supervised disentanglement of static 3D structure and motion'', in International Conference on Computer Vision (ICCV), 2021
95. D. Smirnov, M. Gharbi, M. Fisher, V. Guizilini, A.A. Efros, J. Solomon, ``MarioNette: Self-Supervised Sprite Learning'', in Neural Information Processing Systems, 2021
96. M. Narasimhan, S. Ginosar, A. Owens, A.A. Efros, T. Darrell, ``Strumming to the beat: Audio-conditioned contrastive video textures'', in IEEE Winter Conference on Applications of Computer Vision (WACV), Hawaii, 2022
97. Z. Bian, A. Jabri, A.A. Efros, A. Owens, ``Learning Pixel Trajectories with Multiscale Contrastive Random Walks'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2022
98. W. Peebles, J-Y. Zhu, R. Zhang, A. Torralba, A.A. Efros, E. Shechtman, ``GAN-Supervised Dense Visual Alignment'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2022
99. G. Cazenavette, T. Wang, A. Torralba, A.A. Efros, J-Y. Zhu, ``Dataset Distillation by Matching Training Trajectories'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2022
100. X. Li, X. Wang, M-H. Yang, A.A. Efros, S. Liu, ``Scraping Textures from Natural Images for Synthesis and Editing'', in European Conference on Computer Vision (ECCV), 2022
101. A.C. Li, A.A. Efros, D. Pathak, ``Understanding Collapse in Non-Contrastive Siamese Representation Learning'', in European Conference on Computer Vision (ECCV), 2022
102. V.H. Maluleke, N. Thakkar, T. Brooks, E. Weber, T. Darrell, A.A. Efros, A. Kanazawa, D. Guillory, ``Studying Bias in GANs through the Lens of Race'' in European Conference on Computer Vision (ECCV), 2022
103. T. Monnier, M. Fisher, A.A. Efros, M. Aubry, ``Share With Thy Neighbors: Single-View Reconstruction by Cross-Instance Consistency'', in European Conference on Computer Vision (ECCV), 2022
104. T. Brooks, A.A. Efros, ``Hallucinating Pose-Compatible Scenes'', in European Conference on Computer Vision (ECCV), 2022
105. D. Epstein, T. Park, R. Zhang, E. Shechtman, A.A. Efros, ``BlobGAN: Spatially Disentangled Scene Representations'', in European Conference on Computer Vision (ECCV), 2022
106. T. Brooks, J. Hellsten, M. Aittala, T-C. Wang, T. Aila, J. Lehtinen, M-Y. Liu, A.A. Efros, T. Karras, ``Generating Long Videos of Dynamic Scenes'', in Advances of Neural Information Processing Systems, 2022
107. Y. Gandelsman, Y. Sun, X. Chen, A.A. Efros, ``Test-Time Training with Masked Autoencoders'', in Advances of Neural Information Processing Systems, 2022
108. A. Bar, Y. Gandelsman, T. Darrell, A. Globerson, A.A. Efros, ``Visual Prompting via Image Inpainting'', in Advances of Neural Information Processing Systems, 2022
109. G. Cazenavette, T. Wang, A. Torralba, A.A. Efros, J-Y. Zhu, ``GLaD: Generalizing Dataset Distillation via Deep Generative Prior'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2023
110. S. Kulal, T. Brooks, A. Aiken, J. Wu, J. Yang, J. Lu, A.A. Efros, K.K. Singh, ``Putting People in Their Place: Affordance-Aware Human Insertion into Scenes'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2023
111. T. Brooks, A. Holynski, A.A. Efros, ``InstructPix2Pix: Learning to Follow Image Editing Instructions'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2023
112. A. Li, E. Brown, A.A. Efros, D. Pathak, ``Internet Explorer: Targeted Representation Learning on the Open Web'', in International Conference on Machine Learning (ICML), 2023
113. A. Haque, M. Tancik, A.A. Efros, A. Holynski, A. Kanazawa, ``Instruct-NeRF2NeRF: Editing 3D Scenes with Instructions'', in Proc. of the International Conference on Computer Vision (ICCV), 2023
114. A. Dravid, Y. Gandelsman, A.A. Efros, A. Shocher, ``Rosetta Neurons: Mining the Common Units in a Model Zoo'', in Proc. of the International Conference on Computer Vision (ICCV), 2023
115. S-Y. Wang, A.A. Efros, J-Y. Zhu, R. Zhang, ''Evaluating Data Attribution for Text-to-Image Models'', in Proc. of the International Conference on Computer Vision (ICCV), 2023
116. D. Epstein, A. Jabri, B. Poole, A.A. Efros, A. Holynski, ``Diffusion Self-Guidance for Controllable Image Generation'', in Advances of Neural Information Processing Systems, 2023
117. T. Monnier, J. Austin, A. Kanazawa, A.A. Efros, M. Aubry, ``Differentiable Blocks World: Qualitative 3D Decomposition by Rendering Primitives'', in Advances of Neural Information Processing Systems, 2023
118. A. Shocher, A. Dravid, Y. Gandelsman, I. Mosseri, M. Rubinstein, A.A. Efros, ``Idempotent Generative Network'', in International Conference on Learning Representations (ICLR), 2024
119. Y. Gandelsman, A.A. Efros, J. Steinhardt, ``Interpreting CLIP's Image Representation via Text-Based Decomposition'', in International Conference on Learning Representations (ICLR), 2024
120. Y. Fu, S. Liu, A. Kulkarni, J. Kautz, A.A. Efros, X. Wang, ``COLMAP-Free 3D Gaussian Splatting'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2024
121. Y. Bai, X. Geng, K. Mangalam, A. Bar, A. Yuille, T. Darrell, J. Malik, A.A. Efros, ``Sequential Modeling Enables Scalable Learning for Large Vision Models'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2024
122. D. Epstein, B. Poole, B. Mildenhall, A.A. Efros, A. Holynski, ``Disentangled 3D Scene Generation with Layout Learning'', in International Conference on Machine Learning (ICML), 2024
123. I. Siglidis, A. Holynski, A.A. Efros, M. Aubry, S. Ginosar, ``Diffusion Models as Data Mining Tools'', in European Conference on Computer Vision (ECCV), 2024
124. S-Y. Wang, A. Hertzmann, A.A. Efros, J-Y. Zhu, R. Zhang, ``Data Attribution for Text-to-Image Models by Unlearning Synthesized Images'', in Advances of Neural Information Processing Systems, 2024
125. A. Dravid, Y. Gandelsman, K-C. Wang, R. Abdal, G. Wetzstein, A.A. Efros, K. Aberman, ''Interpreting the Weight Space of Customized Diffusion Models'', in Advances of Neural Information Processing Systems, 2024
126. Y. Gandelsman, A.A. Efros, J. Steinhardt, ``Interpreting the Second-Order Effects of Neurons in CLIP'', in International Conference on Learning Representations (ICLR), 2025
127. R. Wang, K. Frans, P. Abbeel, S. Levine, A.A. Efros, ``Prioritized Generative Replay'', in International Conference on Learning Representations (ICLR), 2025
128. C. Feng, Z. Chen, A. Holynski, A.A. Efros, A. Owens, ``GPS as a Control Signal for Image Generation'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2025
129. Q. Wang, Y. Zhang, A. Holynski, A.A. Efros, A. Kanazawa, ``Continuous 3D Perception Model with Persistent State'', in Conf. on Computer Vision and Pattern Recognition (CVPR), 2025

Book Chapters

1. N. Rapoport, A.A. Efros, ``Monte Carlo Simulation of Polymer High-Temperature Degradation and Fracture.'' (eds.) M. R. Tant, J. W. Connell, H. L. N. McManus, High-Temperature Properties and Applications of Polymeric Materials, American Chemical Society, Washington, D.C., pp. 155-165, 1995.
2. T. C. Henderson, A.A. Efros, ``Bio-based control for Intelligent Autonomous Systems.'' (eds.) H. Bunke, T. Kanade, H. Noltemeier, Modelling and Planning for Sensor Based Intelligent Robot Systems, World Scientific, Singapore, pp. 431-442, 1995.
3. T. M. Sobh, M. Dekhil, and A.A. Efros, ``Robust Sensing for Mobile Robot Control'', Robot Control, Elsevier Science, 1997.
4. J. Hays, A.A. Efros, ``Large-Scale Image Geolocalization'', in Multimodal Location Estimation of Videos and Images, Springer, pp. 41-62, 2015
5. Y.-J. Lee, A.A. Efros, M. Hebert, ``Discovering Mid-level Visual Connections in Space and Time'', in Large-Scale Visual Geo-Localization, Springer International Publishing, pp. 21-40, 2016