John Smith
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Strategies for preparing effective academic conference posters
Conference & Academic Exchange
A good poster needs concise logic, readable visuals and clear core conclusions. Avoid stuffing excessive text; reserve space for communication with onsite peers.
Jeffrey Clark, Jason Sanchez and 53 others6 CommentsView more comments-
Too many posters I saw were just compressed papers.
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Visual hierarchy is far more important than word count.
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Small‑domain fine‑tuning: is parameter‑efficient fine‑tuning always the opti...
Research Idea
PEFT methods are everywhere these days. But I’m starting to question: for extremely niche small‑size domain data, are LoRA/QLoRA consistently better than full fine‑tune with careful regularization? Would love real‑world hands‑on observations, not just paper results.
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From my limited tests: full fine‑tune can still outperform LoRA if you have decent regularization, though memory cost is obviously way higher.
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It also depends on how domain‑different your target corpus is from the base model’s training data. Big domain gap usually favors PEFT.
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