Paper Citation Record · LEDGER

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing

As of 21 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2607.06619.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.06619 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T01:30:08.977328Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact2
verified fuzzy21
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 167f86b3-99a4-4263-9564-a9ac76b10108 · outbound

This paper cites Meltdown: Reading kernel memory from user space,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Meltdown: Reading kernel memory from user space,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.927547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ca534a11-5494-4888-90ed-66fbca3c1d30 · outbound

This paper cites Spectre attacks: Exploiting speculative execution,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Spectre attacks: Exploiting speculative execution,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.854266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 109a5e1e-763c-43ac-9385-f7fd8fe3e539 · outbound

This paper cites Bergeron,Writing Testbenches: Functional Verification of HDL Models, 2nd ed.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Bergeron,Writing Testbenches: Functional Verification of HDL Models, 2nd ed

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.856708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4c2ebca1-c807-4c63-85b7-c1f57e8a29d6 · outbound

This paper cites an unresolved cited work.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-07-11T01:37:51.881177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 995b9627-eac9-45ec-a447-b5510d79c9a4 · outbound

This paper cites Rfuzz: Coverage-directed fuzz testing of RTL on FP- GAs,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Rfuzz: Coverage-directed fuzz testing of RTL on FP- GAs,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.906784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b0f904f6-7b12-40f1-810d-5fccb2a0596c · outbound

This paper cites Difuzzrtl: Differential fuzz testing to find cpu bugs,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Difuzzrtl: Differential fuzz testing to find cpu bugs,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.772350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f6467520-e311-4b56-926c-ecad47e7b2b2 · outbound

This paper cites Cascade: CPU fuzzing via intricate program generation,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Cascade: CPU fuzzing via intricate program generation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.917894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation be76cc0c-4c52-4fe9-a1fa-f63ec663aeda · outbound

This paper cites Processorfuzz: Processor fuzzing with control and status registers guidance,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Processorfuzz: Processor fuzzing with control and status registers guidance,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.948668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c8fd4567-9698-4e54-9cfd-597cf27311d1 · outbound

This paper cites Beyond random inputs: A novel ml-based hardware fuzzing,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Beyond random inputs: A novel ml-based hardware fuzzing,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.993897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4eb689ed-7712-444b-9fb2-4f35776c9030 · outbound

This paper cites {GenHuzz}: An efficient generative hardware fuzzer,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing {GenHuzz}: An efficient generative hardware fuzzer,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.719453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e9ff649c-fdf0-4382-b5d5-8ade891301bf · outbound

This paper cites Chisel: Constructing hardware in a scala embedded language,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Chisel: Constructing hardware in a scala embedded language,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.745322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7aa973bb-64a2-43c2-b444-d38234ac4c04 · outbound

This paper cites The Rocket chip generator,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing The Rocket chip generator,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.874821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bb5fe727-a08b-44b3-8ae3-9e4efb85ad31 · outbound

This paper cites BOOM: An open-source out-of-order risc-v core,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing BOOM: An open-source out-of-order risc-v core,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.941651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 44a50807-ceab-4956-9905-68478a3f8826 · outbound

This paper cites Simulator independent coverage for RTL hardware languages,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Simulator independent coverage for RTL hardware languages,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.591636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6b7a54aa-5adc-4d7a-98b7-020407f75258 · outbound

This paper cites Between MDPs and semi-MDPs: A framework for temporal abstraction in reinforcement learning,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Between MDPs and semi-MDPs: A framework for temporal abstraction in reinforcement learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.568729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ce2822b1-73fc-4547-9419-de4c930561a3 · outbound

This paper cites Rainbow: Combining improvements in deep reinforcement learning,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Rainbow: Combining improvements in deep reinforcement learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.971199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c4510018-bd34-496d-8e76-2f8e7e1c6fcd · outbound

This paper cites Proximal Policy Optimization Algorithms.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Proximal Policy Optimization Algorithms

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-11T01:37:43.675189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2d639ee5-8ee5-4f59-915d-cb84d9805516 · outbound

This paper cites Ex- ploration by random network distillation,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Ex- ploration by random network distillation,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.616458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 79421732-8211-4975-96c6-cc4fb847c11e · outbound

This paper cites High-Dimensional Continuous Control Using Generalized Advantage Estimation.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing High-Dimensional Continuous Control Using Generalized Advantage Estimation

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-11T01:37:43.631436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 612ed137-488a-4184-9f5b-7cd8d79814bb · outbound

This paper cites BinSe- quence: Fast, accurate and scalable binary code reuse 10 detection,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing BinSe- quence: Fast, accurate and scalable binary code reuse 10 detection,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.718568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e4ac7b7f-70e1-4df5-8ef3-55155904dadc · outbound

This paper cites Finite-time analysis of the multiarmed bandit problem.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Finite-time analysis of the multiarmed bandit problem

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.556970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 83d81850-1a45-4a91-bdd3-0ee1a12f5f90 · outbound

This paper cites Verilator: The Fastest Verilog/SystemVerilog Simulator,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Verilator: The Fastest Verilog/SystemVerilog Simulator,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.528584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7873ca29-47ce-4492-8f3f-29ea8c8da25d · outbound

This paper cites The cost of application-class processing: Energy and performance analysis of a Linux- ready 1.7-GHz 64-bit RISC-V core in 22-nm FDSOI technology,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing The cost of application-class processing: Energy and performance analysis of a Linux- ready 1.7-GHz 64-bit RISC-V core in 22-nm FDSOI technology,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.548130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9911e27b-302b-498d-863d-ac4fad516dba · outbound

This paper cites Encarsia: Evaluating cpu fuzzers via automatic bug injection,.

HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing Encarsia: Evaluating cpu fuzzers via automatic bug injection,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-11T01:37:51.534830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.