Week 7

2023/02/20 - 2023/02/26

Paper Submission

[IEEE IV] Decision: 30 March

  • Adversarial Driving
  • Adversarial Detection

[IEEE ITS] Submission: 13 May

  • Adversarial Driving
  • Adversarial Detection

[BMVC] Submission: 12 May

  • Man-in-the-Middle Attack
  • Distributed Black Box Attack

[Third-year Report] Submission: 24 May


[ICLR / CVPR] Submission: Sep 2024

  • Adversarial Tracking
  • Physical Patch

Research Plan

  • Jan. Reinforcement Learning
  • Feb. Reinforcement Learning

  • Mar. Object Tracking
  • Apr. Object Tracking

  • May. WHAT & BAT (Resubmission)

HPC ( JADE 2 Cluster )

Hartree Centre Login

https://um.hartree.stfc.ac.uk/hartree/login.jsp

The Slurm Scheduler

https://docs.jade.ac.uk/en/latest/jade/scheduler/


Allocate a temporary node with 8 GPUS:

srun --gres=gpu:8 --pty bash

Allocate a small partition with 1 GPU:

srun --gres=gpu:1 -p small --pty bash

# 20 CPU Cores / 40 Threads
# 32 GB VRAM / 512 GB RAM

Submit and monitor jobs:

sbatch
sacct
squeue
scancel

Deep Q Network

  • Double DQN
  • Dueling DQN
  • Prioritized Experience Replay
  • Noisy DQN
  • N-step DQN
  • Distributional DQN

Reinforcement Learning

[●] Deep SARSA
[●] Deep Q Network

[●] REINFORCE
[●] A2C / A3C

[●] DDPG
[●] TRPO & PPO

[  ] SAC
[  ] TD3