The two faces of the category are worth separating. One face is the consumer excise tax: a charge on a specific good or service that is levied somewhere in the supply chain and reaches the buyer as part of the price. Federal examples include the tax on gasoline and diesel under section 4081, the tax on air transportation under section 4261, and the taxes on alcohol, tobacco, firearms and certain heavy trucks. States levy their own layer on most of the same items, at rates each state sets for itself. The other face is the regulatory excise tax, which exists to enforce a rule rather than to raise revenue: the charges in chapter 43 on retirement plans and individual accounts, the chapter 42 taxes on private foundations, and the chapter 37 tax on corporate share repurchases.
Where the tax is imposed decides whether anyone notices it. The federal fuel tax is imposed on removal from a refinery or terminal, so the taxpayer of record is the refiner or the position holder, not the driver. By the time fuel reaches a pump the tax is inside the posted price, so no part of the transaction the driver sees identifies it. Sales tax works the opposite way, appearing as its own line on the receipt, which is why people can name their sales tax rate and almost nobody can name the fuel tax rate they pay.
Specific versus ad valorem is the distinction that decides how a rate ages. A specific excise tax is a fixed amount per unit: 18.3 cents per gallon of gasoline under section 4081(a)(2)(A)(i), plus a further 0.1 cent for the Leaking Underground Storage Tank Trust Fund. That rate has no inflation adjustment written into it, so its real value falls every year until Congress acts. An ad valorem excise tax is a percentage of price, such as the 7.5 percent tax on the amount paid for taxable air transportation under section 4261(a), and it keeps pace with prices automatically. The same statute can contain both: section 4261 adds a flat per-segment charge alongside the 7.5 percent, and that flat charge does carry an inflation adjustment under section 4261(e)(4).
The retirement excise taxes are the ones a household actually meets. They are penalties in everything but name, and each has its own page: the tax for failing to take a required minimum distribution, the recurring tax on an excess contribution left in an account, and the taxes on excess contributions to a Coverdell education savings account. Two things follow from their being excise taxes rather than income taxes. They are computed on a separate form rather than falling out of the income tax calculation, and they are not reduced by deductions, credits or losses on the return.