context
Part 7
ctx:discord/blah/papers/part-7No external document is attached to this context. (Many contexts are pure organisational labels.)
Facts in this context
Grouped by subject. Each subject links to its full article.
Lisamegawatts8 factsex:lisamegawatts
| believesHarmonicsKey | Memory |
| didSameExperiment | Instead of Lora |
| postedAttachmentAt | Message Txt |
| postedMessageAt | 2026-03-27 03:16 |
| postedMessageAt | 2026-03-27 03:22 |
| postedMessageAt | 2026-03-27 03:19 |
| projected | Oscillators |
| triedToMakeWork | Resonance As Memory |
Rolandnsharp76438 factsex:rolandnsharp7643
| believesShouldTest | Continual Learning |
| hasNotTested | Continual Learning on Architecture |
| knowsAbout | Oscillator Network Work |
| makesSuggestion | Junction Over Oscillators |
| postedMessageAt | 2026-03-27 02:13 |
| praisesWorkAs | nice work |
| proposesFineGrainedIsolationAt | Individual Frequencies |
| thinksAboutConnectionTo | Oscillator Network Work |
Traves Theberge7 factsex:traves_theberge
| expressesConfusion | Lisamegawatts Idea |
| postedGifAt | https://tenor.com/view/big-wave-hitting-me-fail-wave-crashing-boom-gif-13568030 |
| postedMessageAt | 2026-03-27 03:18 |
| questionsMeaningOf | Lisamegawatts Statement |
| requestsDiagram | show me a diagram or something lol |
| requestsVisualization | Diagram |
| usesHumorGif | Wave Crashing Gif |
Freeze and Route6 factsex:freeze-and-route
| achievesDoublingWithout | Replay Buffer |
| doublesExperienceReplayOn | Cifar 10 |
| isElegantInSimplicity | Freeze and Route |
| isEvaluatedPositively | Rolandnsharp7643 |
| providesEvidenceVia | Numbers |
| referencesCIFAR10 | ML Benchmark |
Paper4 factsex:paper
| makesStrongCaseForTesting | Continual Learning |
| motivatesTesting | Continual Learning |
| providesEvidence | Strong Numbers |
| receivesPraise | Rolandnsharp7643 |
Rolandnsharp7643 Message3 factsex:rolandnsharp7643-message
| describesResultAs | really clean result |
| isReply | Original Post |
| performsPraise | Result |
Structural Isolation3 factsex:structural-isolation
| connectsVia | Learned Junction |
| involvesFreezing | Whole Networks |
| isCoarseGrained | Freeze and Route |
800 Hz Oscillator2 factsex:800-hz-oscillator
| doesNotInterfereWith | 200 Hz Oscillator |
| isPhysicallyDecoupledBy | Transfer Function |
Harmonics in Field2 factsex:harmonics-in-field
| isKey | Lisamegawatts |
| isKeyTo | Memory |
Isolation2 factsex:isolation
| notFrom | Architecture |
| originatesFrom | Physics |
Memory2 factsex:memory
| isLikeRealBrainIn | Waves |
| storedInWaves | Philosophical View |
New Learning2 factsex:new-learning
| avoidsFreezing | Entire Networks |
| leavesUndisturbed | Other Frequencies |
Oscillator Frequency2 factsex:oscillator-frequency
| bringsToTop | Previous Knowledge |
| vibrates | Previous Knowledge to Top |
Oscillator Network2 factsex:oscillator-network
| connectsTo | Freeze and Route Paper |
| isRelevantTo | Freeze and Route |
800 Hz and 200 Hz1 factex:800-hz-and-200-hz
| arePhysicallyDecoupled | Transfer Function |
All Oscillators1 factex:all-oscillators
| share | Attention Space |
Attention1 factex:attention
| hasNaturalBasisForRoutingWhen | Frequencies Vs Opaque Feature Vectors |
Brain Memory1 factex:brain-memory
| analogousTo | Wave Memory |
Claude Skill1 factex:claude-skill
| references | Anthropic Claude |
Coarse Grained Isolation1 factex:coarse-grained-isolation
| contrastsWith | Fine Grained Frequency Isolation |
Continual Learning Relevance1 factex:continual-learning-relevance
| isImplied | Oscillator Network |
Doc1 factex:doc
| madeInto | Claude Skill |
Dynamic Routing1 factex:dynamic-routing
| occursWithout | External Help |
Experience Replay1 factex:experience-replay
| isContinualLearningTechnique | Rl Method |
Fine Grained Isolation1 factex:fine-grained-isolation
| preferredOver | Coarse Grained |
Forward Transfer1 factex:forward-transfer
| happensNaturally | Oscillator Network |
Freeze and Route Result1 factex:freeze-and-route-result
| isStrong | Freeze and Route |
Frequency Representations1 factex:frequency-representations
| provideBetterBasisThan | Opaque Feature Vectors |
Junction Layer Over Oscillator States1 factex:junction-layer-over-oscillator-states
| couldBePowerful | Instead of Dense Representations |
Junction Over Oscillators1 factex:junction-over-oscillators
| isPowerful | Rolandnsharp7643 |
Junction With Weights1 factex:junction-with-weights
| outperforms | Text Skill |
Knowledge1 factex:knowledge
| livesInOscillators | Ontological Commitment |
Lora1 factex:lora
| isExperimentBaseline | ML Technique |
Memory in Waves1 factex:memory-in-waves
| isAssumed | Lisamegawatts |
Memory Storage1 factex:memory-storage
| requires | Anchor |
New Learning at Frequency1 factex:new-learning-at-frequency
| disturbsNot | Other Frequencies |
Non Sharing Tasks1 factex:non-sharing-tasks
| cause | Mutual Non Interference |
Oscillator Network Architecture1 factex:oscillator-network-architecture
| storesKnowledgeIn | Oscillators at Specific Frequencies |
Oscillator Network Work1 factex:oscillator-network-work
| isOurs | Rolandnsharp7643 Group |
Paper Existence1 factex:paper-existence
| isPresupposed | Rolandnsharp7643 |
Physics1 factex:physics
| handlesRoutingThat | Junction Layer |
Physics Based Isolation1 factex:physics-based-isolation
| superiorTo | Architecture Based |
Physics Routing1 factex:physics-routing
| replacesLearned | Junction Layer Routing |
Reading Paper1 factex:reading-paper
| causesThinkingAbout | Oscillator Network Connection |
Resonance1 factex:resonance
| functionsAs | Memory Mechanism |
Reuse1 factex:reuse
| requiresNo | Progressive Unfreezing |
Shared Attention Space1 factex:shared-attention-space
| enables | Natural Forward Transfer |
Skill in Weights With Junction1 factex:skill-in-weights-with-junction
| outperformed | Skill in Text |
Spectral Structure Sharing1 factex:spectral-structure-sharing
| causes | Knowledge Transfer |
Task a Oscillator1 factex:task-a-oscillator
| isReusedBy | Task B |
Tasks Not Sharing Spectral Structure1 factex:tasks-not-sharing-spectral-structure
| leaveEachOtherAlone | Each Other |
Tasks Sharing Spectral Structure1 factex:tasks-sharing-spectral-structure
| transferKnowledge | Each Other |
Testing1 factex:testing
| compared | Lora and Skill in Weights With Junction |
Transition From Similar to Memory Storage1 factex:transition-from-similar-to-memory-storage
| mightNeed | Some Anchor |
Wave Memory1 factex:wave-memory
| isLikeBrain | Lisamegawatts |
Wave Oscillator1 factex:wave-oscillator
| dynamicallyRoutesWithNoHelp | Just From Wave Oscillator |