5 papers
The Query Knows What to Forget: A Second Erase Direction for Linear Attention
Dhruman Gupta, Aritra Das, Debayan Gupta
Linear attention keeps a state of fixed size. At long context, many stored items share this state, and interference between them degrades retrieval. Gated DeltaNet-2 (GDN-2), like…
Linearized 2-Simplicial Attention
Aritra Das, Dhruman Gupta, Debayan Gupta
We present a linearized form of 2-simplicial attention by rewriting the trilinear score as an inner product between a composite query and a key, so that the sum over one token axis…
Joint 3D Gravity and Magnetic Inversion via Rectified Flow and Ginzburg-Landau Guidance
Dhruman Gupta, Yashas Shende, Aritra Das +2
Subsurface ore detection is of paramount importance given the rising depletion of shallow mineral resources in recent years. It is crucial to explore approaches that go beyond the…
ObjMST: An Object-Focused Multimodal Style Transfer Framework
Chanda Grover Kamra, Indra Deep Mastan, Debayan Gupta
We propose ObjMST, an object-focused multimodal style transfer framework that provides separate style supervision for salient objects and surrounding elements while addressing alig…
SimSAM: Simple Siamese Representations Based Semantic Affinity Matrix for Unsupervised Image Segmentation
Chanda Grover Kamra, Indra Deep Mastan, Nitin Kumar +1
Recent developments in self-supervised learning (SSL) have made it possible to learn data representations without the need for annotations. Inspired by the non-contrastive SSL appr…