Jan 8, 2025
Evaluating how brains generalize: data from macaque monkeys reveals flaws in deep neural networks
Anne Manning, Harvard John A. Paulson School of Engineering and Applied Sciences, reports on the work of Spandan Madan, Will Xiao and colleagues presented recently in NeurIPS.
This work sheds light on the key Achilles heel of current AI: the poor ability to generalize to new data.
6543092
madan
1
apa
50
date
1046
https://kreimanlab.com/wp-content/plugins/zotpress/
%7B%22status%22%3A%22success%22%2C%22updateneeded%22%3Afalse%2C%22instance%22%3Afalse%2C%22meta%22%3A%7B%22request_last%22%3A0%2C%22request_next%22%3A0%2C%22used_cache%22%3Atrue%7D%2C%22data%22%3A%5B%7B%22key%22%3A%22J5R3ERR2%22%2C%22library%22%3A%7B%22id%22%3A6543092%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Bono%20et%20al.%22%2C%22parsedDate%22%3A%222025%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%3Cdiv%20class%3D%5C%22csl-bib-body%5C%22%20style%3D%5C%22line-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%5C%22%3E%5Cn%20%20%3Cdiv%20class%3D%5C%22csl-entry%5C%22%3EBono%2C%20S.%2C%20Madan%2C%20S.%2C%20Grover%2C%20I.%2C%20Yasueda%2C%20M.%2C%20Breazeal%2C%20C.%2C%20Pfister%2C%20H.%2C%20%26amp%3B%20Kreiman%2C%20G.%20%282025%29.%20The%20Indoor-Training%20Effect%3A%20unexpected%20gains%20from%20distribution%20shifts%20in%20the%20transition%20function.%20%3Ci%3EAAAI%3C%5C%2Fi%3E.%20%3Ca%20class%3D%27zp-ItemURL%27%20href%3D%27https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1WSpHklye2Edkm0c_SBPltVCoM081Pj7l%5C%2Fview%3Fusp%3Dsharing%27%3Ehttps%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1WSpHklye2Edkm0c_SBPltVCoM081Pj7l%5C%2Fview%3Fusp%3Dsharing%3C%5C%2Fa%3E%3C%5C%2Fdiv%3E%5Cn%3C%5C%2Fdiv%3E%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22The%20Indoor-Training%20Effect%3A%20unexpected%20gains%20from%20distribution%20shifts%20in%20the%20transition%20function%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22S%22%2C%22lastName%22%3A%22Bono%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22S%22%2C%22lastName%22%3A%22Madan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22I%22%2C%22lastName%22%3A%22Grover%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Yasueda%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22C%22%2C%22lastName%22%3A%22Breazeal%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22H%22%2C%22lastName%22%3A%22Pfister%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22G%22%2C%22lastName%22%3A%22Kreiman%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222025%22%2C%22language%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1WSpHklye2Edkm0c_SBPltVCoM081Pj7l%5C%2Fview%3Fusp%3Dsharing%22%2C%22collections%22%3A%5B%22WPNGV3LP%22%5D%2C%22dateModified%22%3A%222024-12-26T20%3A23%3A49Z%22%7D%7D%2C%7B%22key%22%3A%22U6RYGH2A%22%2C%22library%22%3A%7B%22id%22%3A6543092%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Madan%20et%20al.%22%2C%22parsedDate%22%3A%222024%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%3Cdiv%20class%3D%5C%22csl-bib-body%5C%22%20style%3D%5C%22line-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%5C%22%3E%5Cn%20%20%3Cdiv%20class%3D%5C%22csl-entry%5C%22%3EMadan%2C%20S.%2C%20Li%2C%20Y.%2C%20Zhang%2C%20M.%2C%20Pfister%2C%20H.%2C%20%26amp%3B%20Kreiman%2C%20G.%20%282024%29.%20Improving%20generalization%20by%20mimicking%20the%20human%20visual%20diet.%20%3Ci%3EBioRxiv%3C%5C%2Fi%3E%2C%20%3Ci%3E2206.07802%3C%5C%2Fi%3E.%20%3Ca%20class%3D%27zp-ItemURL%27%20href%3D%27https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F17NhH3cw-cYB9pM2bOdnrkSUNlKR_KbWt%5C%2Fview%3Fusp%3Dsharing%27%3Ehttps%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F17NhH3cw-cYB9pM2bOdnrkSUNlKR_KbWt%5C%2Fview%3Fusp%3Dsharing%3C%5C%2Fa%3E%3C%5C%2Fdiv%3E%5Cn%3C%5C%2Fdiv%3E%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Improving%20generalization%20by%20mimicking%20the%20human%20visual%20diet.%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22S%22%2C%22lastName%22%3A%22Madan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Y%22%2C%22lastName%22%3A%22Li%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Zhang%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22H%22%2C%22lastName%22%3A%22Pfister%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22G%22%2C%22lastName%22%3A%22Kreiman%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222024%22%2C%22language%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F17NhH3cw-cYB9pM2bOdnrkSUNlKR_KbWt%5C%2Fview%3Fusp%3Dsharing%22%2C%22collections%22%3A%5B%22WPNGV3LP%22%5D%2C%22dateModified%22%3A%222024-12-24T03%3A09%3A33Z%22%7D%7D%2C%7B%22key%22%3A%22G7TXQC5U%22%2C%22library%22%3A%7B%22id%22%3A6543092%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Madan%20et%20al.%22%2C%22parsedDate%22%3A%222024%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%3Cdiv%20class%3D%5C%22csl-bib-body%5C%22%20style%3D%5C%22line-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%5C%22%3E%5Cn%20%20%3Cdiv%20class%3D%5C%22csl-entry%5C%22%3EMadan%2C%20S.%2C%20Xiao%2C%20W.%2C%20Cao%2C%20M.%2C%20Pfister%2C%20H.%2C%20Livingstone%2C%20M.%2C%20%26amp%3B%20Kreiman%2C%20G.%20%282024%29.%20Benchmarking%20out-of-distribution%20generalization%20capabilities%20of%20DNN-based%20encoding%20models%20for%20the%20ventral%20visual%20cortex.%20%3Ci%3ENeurIPS%3C%5C%2Fi%3E.%20%3Ca%20class%3D%27zp-ItemURL%27%20href%3D%27https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1JlzUPI_5BQ1OmPj2e67ZXdv-YJorBWHZ%5C%2Fview%3Fusp%3Dsharing%27%3Ehttps%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1JlzUPI_5BQ1OmPj2e67ZXdv-YJorBWHZ%5C%2Fview%3Fusp%3Dsharing%3C%5C%2Fa%3E%3C%5C%2Fdiv%3E%5Cn%3C%5C%2Fdiv%3E%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Benchmarking%20out-of-distribution%20generalization%20capabilities%20of%20DNN-based%20encoding%20models%20for%20the%20ventral%20visual%20cortex%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22S%22%2C%22lastName%22%3A%22Madan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22W%22%2C%22lastName%22%3A%22Xiao%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Cao%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22H%22%2C%22lastName%22%3A%22Pfister%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Livingstone%2C%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22G%22%2C%22lastName%22%3A%22Kreiman%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222024%22%2C%22language%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1JlzUPI_5BQ1OmPj2e67ZXdv-YJorBWHZ%5C%2Fview%3Fusp%3Dsharing%22%2C%22collections%22%3A%5B%5D%2C%22dateModified%22%3A%222024-12-24T03%3A08%3A54Z%22%7D%7D%2C%7B%22key%22%3A%22E5UQGS69%22%2C%22library%22%3A%7B%22id%22%3A6543092%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Madan%22%2C%22parsedDate%22%3A%222024%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%3Cdiv%20class%3D%5C%22csl-bib-body%5C%22%20style%3D%5C%22line-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%5C%22%3E%5Cn%20%20%3Cdiv%20class%3D%5C%22csl-entry%5C%22%3EMadan%2C%20S.%20%282024%29.%20%3Ci%3EOut-of-distribution%20generalization%20in%20biological%20and%20artificial%20intelligence%3C%5C%2Fi%3E%20%5BHarvard%20University%5D.%20%3Ca%20class%3D%27zp-ItemURL%27%20href%3D%27https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F19_azuONFThFBpG4yxAr5KB_e0WBKUeug%5C%2Fview%3Fusp%3Dsharing%27%3Ehttps%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F19_azuONFThFBpG4yxAr5KB_e0WBKUeug%5C%2Fview%3Fusp%3Dsharing%3C%5C%2Fa%3E%3C%5C%2Fdiv%3E%5Cn%3C%5C%2Fdiv%3E%22%2C%22data%22%3A%7B%22itemType%22%3A%22thesis%22%2C%22title%22%3A%22Out-of-distribution%20generalization%20in%20biological%20and%20artificial%20intelligence%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Spandan%22%2C%22lastName%22%3A%22Madan%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22thesisType%22%3A%22%22%2C%22university%22%3A%22Harvard%20University%22%2C%22date%22%3A%222024%22%2C%22language%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F19_azuONFThFBpG4yxAr5KB_e0WBKUeug%5C%2Fview%3Fusp%3Dsharing%22%2C%22collections%22%3A%5B%22IPHBZG6K%22%5D%2C%22dateModified%22%3A%222024-10-10T22%3A21%3A41Z%22%7D%7D%2C%7B%22key%22%3A%226BMFDSPG%22%2C%22library%22%3A%7B%22id%22%3A6543092%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Zhang%20et%20al.%22%2C%22parsedDate%22%3A%222022%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%3Cdiv%20class%3D%5C%22csl-bib-body%5C%22%20style%3D%5C%22line-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%5C%22%3E%5Cn%20%20%3Cdiv%20class%3D%5C%22csl-entry%5C%22%3EZhang%2C%20M.%2C%20Dellaferrera%2C%20G.%2C%20Sikarwar%2C%20A.%2C%20Armendariz%2C%20M.%2C%20Mudrik%2C%20N.%2C%20Agrawal%2C%20P.%2C%20Madan%2C%20S.%2C%20Barbu%2C%20A.%2C%20Yang%2C%20H.%2C%20Kumar%2C%20T.%2C%20Sadwani%2C%20M.%2C%20Dellaferrera%2C%20S.%2C%20Pizzochero%2C%20M.%2C%20Pfister%2C%20H.%2C%20%26amp%3B%20Kreiman%2C%20G.%20%282022%29.%20Human%20or%20Machine%3F%20Turing%20Tests%20for%20Vision%20and%20Language.%20%3Ci%3EArXiv%3C%5C%2Fi%3E%2C%20%3Ci%3E2211.13087%3C%5C%2Fi%3E.%20%3Ca%20class%3D%27zp-ItemURL%27%20href%3D%27https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1WhrlNJP9kxS3YeCJYEjbvuz6nRd0lNmG%5C%2Fview%3Fusp%3Dsharing%27%3Ehttps%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1WhrlNJP9kxS3YeCJYEjbvuz6nRd0lNmG%5C%2Fview%3Fusp%3Dsharing%3C%5C%2Fa%3E%3C%5C%2Fdiv%3E%5Cn%3C%5C%2Fdiv%3E%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Human%20or%20Machine%3F%20Turing%20Tests%20for%20Vision%20and%20Language%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Zhang%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22G%22%2C%22lastName%22%3A%22Dellaferrera%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22A%22%2C%22lastName%22%3A%22Sikarwar%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Armendariz%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22N%22%2C%22lastName%22%3A%22Mudrik%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22P%22%2C%22lastName%22%3A%22Agrawal%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22S%22%2C%22lastName%22%3A%22Madan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22A%22%2C%22lastName%22%3A%22Barbu%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22H%22%2C%22lastName%22%3A%22Yang%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22T%22%2C%22lastName%22%3A%22Kumar%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Sadwani%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22S%22%2C%22lastName%22%3A%22Dellaferrera%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Pizzochero%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22H%22%2C%22lastName%22%3A%22Pfister%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22G%22%2C%22lastName%22%3A%22Kreiman%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222022%22%2C%22language%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F1WhrlNJP9kxS3YeCJYEjbvuz6nRd0lNmG%5C%2Fview%3Fusp%3Dsharing%22%2C%22collections%22%3A%5B%22WPNGV3LP%22%5D%2C%22dateModified%22%3A%222024-10-10T22%3A21%3A22Z%22%7D%7D%2C%7B%22key%22%3A%22S7URH28G%22%2C%22library%22%3A%7B%22id%22%3A6543092%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Bomatter%20et%20al.%22%2C%22parsedDate%22%3A%222021%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%3Cdiv%20class%3D%5C%22csl-bib-body%5C%22%20style%3D%5C%22line-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%5C%22%3E%5Cn%20%20%3Cdiv%20class%3D%5C%22csl-entry%5C%22%3EBomatter%2C%20P.%2C%20Zhang%2C%20M.%2C%20Karev%2C%20D.%2C%20Madan%2C%20S.%2C%20Tseng%2C%20C.%2C%20%26amp%3B%20Kreiman%2C%20G.%20%282021%29.%20When%20pigs%20fly%3A%20contextual%20reasoning%20in%20synthetic%20and%20natural%20scenes.%20%3Ci%3EInternational%20Conference%20on%20Computer%20Vision%20%28ICCV%29%3C%5C%2Fi%3E.%20%3Ca%20class%3D%27zp-ItemURL%27%20href%3D%27https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F11nUVQHh4vucGpmokq-RD0Fl9fJOAYFWu%5C%2Fview%3Fusp%3Dsharing%27%3Ehttps%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F11nUVQHh4vucGpmokq-RD0Fl9fJOAYFWu%5C%2Fview%3Fusp%3Dsharing%3C%5C%2Fa%3E%3C%5C%2Fdiv%3E%5Cn%3C%5C%2Fdiv%3E%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22When%20pigs%20fly%3A%20contextual%20reasoning%20in%20synthetic%20and%20natural%20scenes%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22P%22%2C%22lastName%22%3A%22Bomatter%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22M%22%2C%22lastName%22%3A%22Zhang%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22D%22%2C%22lastName%22%3A%22Karev%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22S%22%2C%22lastName%22%3A%22Madan%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22C%22%2C%22lastName%22%3A%22Tseng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22G%22%2C%22lastName%22%3A%22Kreiman%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222021%22%2C%22language%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdrive.google.com%5C%2Ffile%5C%2Fd%5C%2F11nUVQHh4vucGpmokq-RD0Fl9fJOAYFWu%5C%2Fview%3Fusp%3Dsharing%22%2C%22collections%22%3A%5B%22WPNGV3LP%22%5D%2C%22dateModified%22%3A%222024-10-10T22%3A21%3A46Z%22%7D%7D%5D%7D
Bono, S., Madan, S., Grover, I., Yasueda, M., Breazeal, C., Pfister, H., & Kreiman, G. (2025). The Indoor-Training Effect: unexpected gains from distribution shifts in the transition function. AAAI. https://drive.google.com/file/d/1WSpHklye2Edkm0c_SBPltVCoM081Pj7l/view?usp=sharing
Madan, S., Li, Y., Zhang, M., Pfister, H., & Kreiman, G. (2024). Improving generalization by mimicking the human visual diet. BioRxiv, 2206.07802. https://drive.google.com/file/d/17NhH3cw-cYB9pM2bOdnrkSUNlKR_KbWt/view?usp=sharing
Madan, S., Xiao, W., Cao, M., Pfister, H., Livingstone, M., & Kreiman, G. (2024). Benchmarking out-of-distribution generalization capabilities of DNN-based encoding models for the ventral visual cortex. NeurIPS. https://drive.google.com/file/d/1JlzUPI_5BQ1OmPj2e67ZXdv-YJorBWHZ/view?usp=sharing
Madan, S. (2024). Out-of-distribution generalization in biological and artificial intelligence [Harvard University]. https://drive.google.com/file/d/19_azuONFThFBpG4yxAr5KB_e0WBKUeug/view?usp=sharing
Zhang, M., Dellaferrera, G., Sikarwar, A., Armendariz, M., Mudrik, N., Agrawal, P., Madan, S., Barbu, A., Yang, H., Kumar, T., Sadwani, M., Dellaferrera, S., Pizzochero, M., Pfister, H., & Kreiman, G. (2022). Human or Machine? Turing Tests for Vision and Language. ArXiv, 2211.13087. https://drive.google.com/file/d/1WhrlNJP9kxS3YeCJYEjbvuz6nRd0lNmG/view?usp=sharing
Bomatter, P., Zhang, M., Karev, D., Madan, S., Tseng, C., & Kreiman, G. (2021). When pigs fly: contextual reasoning in synthetic and natural scenes. International Conference on Computer Vision (ICCV). https://drive.google.com/file/d/11nUVQHh4vucGpmokq-RD0Fl9fJOAYFWu/view?usp=sharing