Chained hash tables have constant time insertion, but I'm not sure about the amortized lookup time (the worst case is linear)
List insertion is O(1) if you insert it at the head, and while moving the most-recently-accessed link to the head of the chain doesn't change the worst case behavior, it greatly improves the average in practice (and is dead easy).
About allocation, I agree with you that it is "slow", but all reasonable computation models count a memory allocation as a constant time operation. If we want to go down that road and measure also memory operations, even random memory access would not be worst-case constant time: the MMU has to map the page to the physical location, and this is usually a logarithmic or amortized constant time operation.