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Posts by Ramchalam K R

@qualcomm.bsky.social @machinelearning.bsky.social

7 months ago 0 0 0 0

Excited to announce that our Paper from #Qualcomm Canada has been accepted at #NeurIPS2025 OmniDraft: A Cross-vocabulary, Online Adaptive Drafter for On-device Speculative Decoding.
Looking forward to sharing our work at NeurIPS 2025. @neuripsconf.bsky.social
Preprint - arxiv.org/abs/2507.02659

7 months ago 1 0 1 0
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Thanks everyone for the wonderful and engaging discussions during our poster sessions and live demo of our work - Stepping Forward On The Last Mile. Thank you ๐Ÿ˜Š.
arxiv.org/html/2411.04...

@neuripsconf.bsky.social
@qualcomm.bsky.social

1 year ago 2 0 0 0

Gosh. Thanks I got confused if this was another pack. Apologies:)

1 year ago 1 0 1 0

I'd like to be added. Thanks

1 year ago 1 0 1 0

Alright thank you for the clarification.

1 year ago 0 0 0 0

I did work on structured pruning on weights a few years ago and as we were focused on deployment to edge devices , it was critical. But this approach on the activation/attention head is interesting although the inference graph wouldn't really change on the base model. Would love to further discuss.

1 year ago 0 0 0 0

I do have a few points of clarification. Maybe I will drop by on the poster session.
But the stage 1 looks to me like it's structured pruning on the activation. What I am curious about is does this approach help improving inference ? So I presume we won't need to do compute for certain heads.

1 year ago 0 0 2 0
NeurIPS Poster Stepping Forward on the Last MileNeurIPS 2024

Neurips 2024 poster link
neurips.cc/virtual/2024...

@neuripsconf.bsky.social

1 year ago 2 0 0 0

Very interesting work on LoFiT!

1 year ago 1 0 1 0
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I'd like to be added to the pack as I would be at NeurIPS 2024 as well. Thanks

1 year ago 1 0 1 0

@neuripsconf.bsky.social @qualcomm.bsky.social

1 year ago 0 0 1 0
Preview
Qualcomm at NeurIPS 2024: Our groundbreaking innovations and cutting-edge advancements in AI | Qualcomm 2024 is notable for the remarkable advancements in generative artificial intelligence (GenAI), and Qualcomm Technologies is at the forefront of bringing these capabilities to edge devices. Our Qualcom...

Qualcomm at NeurIPS 2024: Our groundbreaking innovations and cutting-edge advancements in AI.
www.qualcomm.com/news/onq/202...

If you're attending NeurIPS 2024 in Vancouver, be sure to visit us at Qualcomm's booth #533 and our poster(#6102) on Wednesday - Stepping forward on the last mile.

1 year ago 2 0 1 0

@neuripsconf.bsky.social

1 year ago 1 0 0 0
Stepping Forward on the Last Mile

Our work at Qualcomm AI research, Qualcomm Canada was accepted at NeurIPS 2024. This work presents on-device training for any network (transformer, convolutional or rnn architecture) using fixed points(quantized) forward gradients (no back-prop).
Paper link: arxiv.org/html/2411.04...

#Neurips2024

1 year ago 1 0 1 0