Papers by Anuj Kumar Sirohi
BiMol-Diff: A Unified Diffusion Framework for Molecular Generation and Captioning (2026.acl-long)
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| Challenge: | Autoregressive models struggle with long-range dependencies, while standard diffusion processes apply uniform corruption across positions. |
| Approach: | They propose a framework that bridges molecular structures and natural language . it assigns position-dependent corruption based on token recovery difficulty . |
| Outcome: | The proposed framework improves molecule reconstruction and captioning performance on two datasets. |