Author

Dushyant Singh Chauhan

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Conference Open access Sep 2026

Addressing Overcommitment in the Reasoning of Gendered Economic Memes Under Multimodal Ambiguity

CGER-Net is proposed, a context-grounded multimodal framework that estimates whether the input provides sufficient evidence for gendered economic reasoning and applies evidence-gated inference to enable confident attribution when cues are explicit while favoring principled abstention otherwise.

Kushal Kanwar, Dushyant Singh Chauhan, Kapil Rana et al. · Proceedings of the Thirty-Fi... · 0 citations

#machine learning Preprint Sep 2026

CopyShield: A Cross-Level Benchmark of Copyright Defenses in LLMs

Large language models can reproduce memorized text verbatim, yet copyright defenses are usually evaluated under incompatible protocols. We introduce CopyShield, a controlled benchmark comparing three representative defenses at distinct intervention levels: contrastive decoding (output), Direct Preference Optimization (...

Maryam Alshehyari, Dushyant Singh Chauhan, Samuele Poppi et al. · 0 citations