~/talk

Machine Learning in the Age of IoT

on YouTube 57m
Talkat CODES+ISSS 2022 · 2022-10-07..10-14· [machine-learning, iot]

speakers

name:Jun Xia
links:none on file
name:Tian Liu
links:none on file
name:Zhiwei Ling
links:none on file
name:Ting Wang
links:none on file
name:Xin Fu
links:none on file
name:Mingsong Chen
links:none on file
name:Enrico Tabanelli
links:none on file
name:Giuseppe Tagliavini
links:none on file
name:Luca Benini
links:none on file
name:Yue Tang
links:none on file
name:Yawen Wu
links:none on file
name:Peipei Zhou
links:none on file
name:Jingtong Hu
links:none on file
name:Negin Firouzian
links:none on file
name:Seyyed Hasan Mozafari
links:none on file
name:James J. Clark
links:none on file
name:Warren Gross
links:none on file
name:Brett H. Meyer
links:none on file
name:Yunji Qin
links:none on file
name:Lei Gong
links:none on file
name:Zhendong Zheng
links:none on file
name:Chao Wang
links:none on file

resources

video:https://youtu.be/gpLbtrXXg8E
slides:none on file

summary

PervasiveFL proposes a lightweight cloud modulate that pairs with diverse local nets, uses an entropy-based decision gating and ensemble mutual learning, uploads modulate gradients from 10 emulated boards and shows ImageNet10 accuracy gains (~+3.17%) while reducing communication: modulate gradients 8.71 MB vs large model 162 MB and 1.65s vs 13.96s per round. Random-forest work implements three DT kernels on a RISC‑V MCU (struct loop, packed struct, DTE array), achieves 4–4.8× speedups, 4.5 µs latency, 220k inferences/s and large energy savings. Temporal action localization streams video on-device with a contrastive, self-adaptive merging and interest-based sampling to limit oracle labels and improve weakly supervised localization from long untrimmed streams.

AI-written summary · about

chapters (8)

  1. 0:00Start
  2. 5:29Step 6: Modellet Synchronization
  3. 28:29Detecting actions in videos on edge devices
  4. 31:18Revisiting Video Learning
  5. 34:31Self-adaptive Video Dividing Approach
  6. 35:55Interests-based Sampling Strategy
  7. 36:39Experimental Setup
  8. 37:47Different Merging and Sampling Strategies

related talks

~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.