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Simran Lamba

2 accepted papers

2026

CAMP: Coherent Alignment of Multimodal Prototypes for Explainable Complementary Learning

ICML 2026poster

Most multimodal learning assumes redundant views (such as image–caption pairs), yet many applications require combining complementary modalities that provide distinct evidence (such as an X-ray and medical history). We term this setting *Complementary Multimodal Classification* (CMC). In CMC, existi…

Cited by 0SourceScholar
2026

Cache What Lasts: Token Retention for Memory-Bounded KV Cache in LLMs

ICLR 2026poster

Memory and computation remain core bottlenecks in long-horizon LLM inference due to the quadratic cost of self-attention and the ever-growing key-value (KV) cache. Existing strategies for memory-bounded inference, such as quantization, offloading, or heuristic KV eviction, either incur high orchestr…

Cited by 0SourcecodeScholar