Literature Reviews
Rough Notes
- Twitter thread by @mertrory.
- Twitter thread by @rdpalacio.
- Paper games by Eugene Vinitsky.
Things to ask
Imagine someone else asks you these questions about the paper you are reading:
- What is the problem they are tackling?
- What did they add to the body of knowlege?
- What is their solution and its evaluation?
Some tools
Some of these were found from here.
- scholar-inbox.
- researchrabbit.
- Create a collection and add papers to it, this can be imported from Zotero, or can be searched from
researchrabbitdirectly. There is also a timeline view, and the node colours differentiate between papers in your collections and outside of them.
- Create a collection and add papers to it, this can be imported from Zotero, or can be searched from
- Google scholar.
- citrus-search.
- papermap.xyz.
- oa.mg.
- supersymmetry.ai.
- inciteful.xyz.
- arxiv-sanity-lite.
Personally, oa.mg is great for search, and researchrabbit is a bit better for finding connections. Zotero for personal reference management.
Paid tools:
Machine Learning Research
Links to relevant webpages.
Conferences/Workshops
NeurIPS
- Main Track
- Workshops
To extract workshop names and links, try a script that makes use of the
small-titleclass in the HTML.
ICML
ICLR
AAAI
AISTATS
CLeaR
IJCAI
RLC - Reinforcement Learning Conference
CoRL - Conference on Robot Learning
CoLLAs - Conference on Lifelong Learning agents
ISBA - International Society for Bayesian Analysis World Meeting
AABI - Advanced in Approximate Bayesian Inference
L4DC - Learning for Dynamics and Control
RLDM - Multi-disclinary conference on Reinforcement Learning and Decision Making
CPAL - Conference on Parsimony and Learning
WSC - Winter Simulation Conference
ISIT - IEEE International Symposium on Information Theory
PPAM - Parallel Processing and Applied Mathematics
Journals
SIAM
- SIAM Journal on Uncertainty Quantification.
- SIAM Journal on Scientific Computing.
- SIAM Journal on Optimization.
- SIAM Journal on Mathematics of Data Science.
- SIAM Journal on Computing.
- SIAM Journal on Applied Mathematics.
- SIAM Journal on Applied Dynamical Systems.
- SIAM Journal on Applied Algebra and Geometry.
- SIAM Journal on Discrete Mathematics.