Feedback requested for the complexity book “Mathematics of the impossible”

Thoughts 2026-03-04

I have just completed a draft of the book. It is the March 4 version on my homepage. CLICK HERE TO DOWNLOAD. (If you downloaded already, check you don’t have the earlier version cached.) I would very much appreciate any feedback on the book, including suggestions on things to include, especially if they fit well and are not overly technical. Please feel completely free to suggest your own results.

After collecting feedback, I plan to do one more pass and then it’s off to the press, so speak now ;-)

Here is the table of contents in case you want to know what the book is about before downloading:

0 Introduction 0.1 Teasers 0.1.1 Computing with three bits of memory 0.1.2 Randomness and derandomization 0.1.3 Proofs and delegating computation 0.1.4 Changing base losing no time and no space 0.2 Notation 0.3 Contents and comparisons 0.4 How to use this book 0.5 Acknowledgments

1 Time 1.1 Word programs 1.2 Complexity classes 1.3 You don’t need much to have it all 1.4 Composing programs 1.5 Universal programs 1.6 The fastest algorithm for Factoring 1.7 On the word size 1.7.1 Factoring with large words 1.8 The grand challenge 1.8.1 Undecidability and diagonalization 1.8.2 The hierarchy of Time 1.9 Problems 1.10 Notes

2 Circuits 2.1 The grand challenge for circuits 2.2 Circuits vs. Time 2.3 Cosmological, non-asymptotic impossibility 2.4 Problems 2.5 Notes

3 Randomness 3.1 Error reduction for one-sided algorithm 3.2 Error reduction for BPTime 3.3 The power of randomness 3.3.1 Verifying matrix multiplication 3.3.2 Checking if a circuit represents zero 3.4 Does randomness really buy time? 3.5 The hierarchy of BPTime 3.6 Problems 3.7 Notes

4 Reductions 4.1 Types of reductions 4.2 Multiplication 4.3 3Sum 4.4 Satisfiability 4.4.1 3Sat to Clique 4.4.2 3Sat to Subset-Sum 4.4.3 3Sat to 3Color 4.4.4 More 4.5 Power hardness from SETH 4.6 Search problems 4.7 Gap-Sat: The PCP theorem 4.8 Problems 4.9 Notes

5 Nondeterminism 5.1 Nondeterministic computation 5.2 Completeness 5.3 From programs to 3Sat in quasi-linear time 5.3.1 Efficient sorting circuits 5.4 Power from completeness 5.4.1 Max-3Sat 5.4.2 NP is as easy as detecting unique solutions 5.5 Alternation 5.5.1 Does the hierarchy collapse? 5.6 Problems 5.7 Notes

6 Space 6.1 Branching programs 6.2 The power of L 6.2.1 Arithmetic 6.2.2 Graphs 6.2.3 Linear algebra 6.3 Checkpoints 6.4 The grand challenge for space 6.5 Randomness 6.6 Reductions 6.6.1 P vs. PSpace 6.6.2 L vs. P 6.7 Nondeterministic space 6.8 An impossibility result for 3Sat 6.9 TiSp 6.10 Computing with a full memory: Catalytic space 6.11 Problems 6.12 Notes

7 Depth 7.1 Depth vs space 7.2 The power of NC2: Linear algebra 7.3 Formulae 7.3.1 The grand challenge for formulae 7.4 The power of NC1: Arithmetic 7.5 Computing with 3 bits of memory 7.6 Group programs 7.7 The power NC0: Cryptography 7.8 Word circuits 7.8.1 Simulating circuits with square-root space 7.9 Uniformity 7.10 Problems 7.11 Notes

8 Majority 8.1 The power of TC0: Arithmetic 8.2 Neural networks 8.3 Amplifying lower bounds by means of self-reducibility 8.4 The power of Majority: Boosting correlation 8.5 Uniformity 8.6 Problems 8.7 Notes

9 Alternation 9.1 The polynomial method over F2 9.1.1 AC0 correlates with low-degree polynomials modulo 2 9.1.2 Using the correlation to show that Majority is hard 9.2 The polynomial method over R 9.2.1 AC0 correlates with low-degree real polynomials 9.2.2 Sign-Approximating Maj-AC0 9.2.3 Using the correlation to show impossibility for Maj-AC0 9.2.4 AC0 has small correlation with parity 9.3 Switching lemmas 9.3.1 Switching I 9.3.2 Switching II 9.3.3 Proof of switching II 9.4 AC0 vs L, NC1, and TC0 9.4.1 L 9.4.2 Linear-size log-depth 9.4.3 TC0 9.5 The power of AC0: Gap majority 9.5.1 Back to the PH 9.6 Mod 6 9.6.1 The power of ACC0 9.7 Impossibility results for ACC0 9.8 The power of AC0: sampling 9.9 Problems 9.10 Notes

10 Proofs 10.1 Static proofs 10.2 Zero-knowledge proofs 10.3 Interactive proofs 10.4 Delegating computation: Interactive proofs for muggles 10.4.1 Warm-up: Counting triangles 10.4.2 Delegating NC 10.5 Problems 10.6 Notes

11 Pseudorandomness 11.1 Basic PRGs 11.1.1 Local tests 11.1.2 Low-degree polynomials 11.1.3 Local tests, II 11.1.4 Local small bias 11.2 PH is a random low-degree polynomial 11.3 Pseudorandom generators from hard functions 11.3.1 Stretching correlation bounds: The bounded-intersection generator 11.3.2 Turning hardness into correlation bounds 11.3.3 Hard-core sets 11.3.4 Derandomizing the XOR lemma 11.3.5 Encoding the whole truth-table 11.3.6 Monotone amplification within NP 11.4 Finding the hard core 11.5 Cryptographic pseudorandom generators 11.5.1 AC0 11.5.2 Circuits 11.6 Problems 11.7 Notes

12 Expansion 12.1 Edge expansion 12.2 Spectral expansion 12.3 Undirected reachability in L 12.4 What do expanders fool? 12.5 On the proof of the PCP theorem 12.6 Problems 12.7 Notes

13 Communication 13.1 Two parties 13.1.1 The rectangle method and the Equality function 13.1.2 Rounds: Pointer chasing 13.1.3 Randomness 13.1.4 Arbitrary partition 13.2 Number-on-forehead 13.2.1 Generalized inner product 13.2.2 The power of logarithmic parties 13.2.3 Pointer chasing 13.3 Problems 13.4 Notes

14 Arithmetic 14.1 Linear transformations 14.1.1 The power of depth-2 xor circuits 14.2 Integers 14.3 Univariate polynomials 14.4 Multivariate polynomials 14.5 Depth reduction and completeness 14.6 Alternation 14.6.1 The power of depth 3 14.6.2 Impossibility results 14.7 Problems 14.8 Notes

15 Structures 15.1 Static 15.1.1 Succinct 15.1.2 Succincter 15.1.3 Impossibility results by ruling out samplers 15.2 Dynamic 15.3 Problems 15.4 Notes

16 Tapes 16.1 On the alphabet 16.1.1 The universal TM 16.2 Multi-tape machines 16.2.1 Time vs. TM-Time 16.3 TMs vs circuits 16.4 The grand challenge for TMs 16.4.1 Communication bottleneck: crossing sequences 16.5 TM-Time hierarchy 16.6 Randomness 16.7 Sub-logarithmic space 16.7.1 The power of sub-logarithmic space 16.8 Problems 16.9 Notes

17 Barriers 17.1 Black-box 17.2 Natural proofs 17.2.1 Examples of proofs that are natural 17.2.2 Ruling out natural proofs under popular conjectures 17.3 Problems 17.4 Notes

18 Speculation 18.1 Critique of common arguments for P ≠ NP

A Miscellanea A.1 Logic A.2 Integers A.3 Sums A.4 Inequalities A.5 Probability theory A.5.1 Deviation bounds for the sum of random variables A.6 Squaring tricks A.7 Duality A.8 Groups A.9 Fields A.10 Linear algebra A.11 Polynomials A.12 Notes

A Landscape