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Home/Authors/Soumyadeep Jana

Soumyadeep Jana

2 indexed papers

Recent (6 mo)
2
With code
0
Influential cites
0
Benchmarked
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Publications per year

2
26

Top categories

AI×2Vision×1

Frequent co-authors

Sanasam Ranbir Singh2×
Pulkit Mittal1×
Sagar Nishad1×

Research Timeline

2026
Mitigating Hallucination in Vision-Language Models through Barrier-Regulated Adaptive Closed-form Steering

The paper proposes BRACS, a training-free steering framework that adaptively corrects visual grounding failures in large vision-language models, significantly reducing object hallucination without sacrificing performance or efficiency.

Moment-KV: Momentum-Based Decode-Time KV Cache Compression for Long Generation

Moment-KV introduces a novel momentum-based technique to compress the Key-Value (KV) cache during the decoding phase of LLM generation, significantly improving fidelity in long-generation tasks.

Highlighted terms show continued research focus across papers

Papers

cs.CVcs.AIRecentMay 28, 2026

Mitigating Hallucination in Vision-Language Models through Barrier-Regulated Adaptive Closed-form Steering

Soumyadeep Jana, Pulkit Mittal, Sanasam Ranbir Singh

The paper proposes BRACS, a training-free steering framework that adaptively corrects visual grounding failures in large vision-language models, significantly reducing object hallucination without sac…

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cs.AIRecentMay 28, 2026

Moment-KV: Momentum-Based Decode-Time KV Cache Compression for Long Generation

Soumyadeep Jana, Sagar Nishad, Sanasam Ranbir Singh

Moment-KV introduces a novel momentum-based technique to compress the Key-Value (KV) cache during the decoding phase of LLM generation, significantly improving fidelity in long-generation tasks.

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