auto(scholar)_auto(paper)

[hyunjimoon]

drawing idea from the following three bricks:

• modeling the demand within the constraint of supply and with emphasis on investing more sample on population with high variance from moshe's 1.202 demand analysis #274
• applying four particle filtering principles 1) how pose is estimated with sensors. 2) how particle filtering outperforms simple importance sampling, 3) benefits of rejuvenation for maintaining particle diversity, 4) Visualization comparing integrated path vs probabilistic inference. for each of the four, please summarize in two sentence from vikash's 9.66 josh tenenbaum comp. cog.sci class + 9.s vikash<>josh #250
• four modules of probabilistic language model 1)

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• applied audience and demand 📚segment: journal characteristics #255 with audience profile comparison across academic journals cld

[hyunjimoon]

1. INTERFACE

visualization depicts how resources flow from three fundamental components through four process modules to research outputs. Need to Predict Phenomena heavily emphasizes Visioning (0.5) linking to Introduction sections, while allocating less to other processes. Theory Solution distributes resources evenly across all modules with slight emphasis on Relating and Sense-making (0.3 each), showing its balanced role throughout research. User Adoption concentrates significantly on Inventing (0.5) connected to Methodology, revealing its crucial role in implementation. The width-based representation instantly communicates where priorities lie, with Visioning and Inventing receiving the most combined resources (0.8 each), highlighting the framework's focus on both conceptualization and practical application.

[hyunjimoon]

2. FUNCTION

Summary of the Paper Localization Analogy from Hart's Discussion

Hart and I discussed writing an academic paper is like a search problem on a contribution landscape. Rather than starting with one framing and climbing to a local peak, scholars should explore multiple framings of the same core idea to find the most impactful contribution. This approach treats paper writing as a probabilistic search process similar to how robots use sensors to determine their location on a map. Just as robots use probability distributions to handle uncertainty about their position, scholars should maintain multiple possible framings of their contribution and evaluate them using the "contribution triangle" metrics: interestingness (surprise value), face validity (plausibility), and importance (impact level).

Comparison Between Robot's Localization and Paper's Localization

Concept	Robot's Localization	Paper's Localization
Core Problem	Finding the robot's position and heading on a map	Finding the optimal framing of research contribution
Position Parameter	Pose (position + heading)	Contribution framing (phenomena, theory, application)
Uncertainty	Uncertainty about current location	Uncertainty about optimal contribution framing
Sensors	LIDAR/distance measurements	Contribution triangle metrics (surprise, validity, importance)
Trace	Record of execution (positions + sensor readings)	Record of contribution explorations and audience responses
Choice Map	Specific draws of random variables at addresses	Specific formulations of contribution aspects
Motion Model	How controls change the robot's position	How changes to inputs affect the contribution framing
Importance Sampling	Using sensor data to weigh possible locations	Using audience feedback to weigh possible framings
Particle Filter	Maintaining multiple possible positions	Maintaining multiple possible contribution framings
Rejuvenation	Perturbing particles to maintain diversity	Deliberately varying contribution framings to avoid local maxima
Integration Error	Accumulated error from dead reckoning	Accumulated narrowing of perspective from focusing on one framing
Posterior Distribution	Updated belief about location after sensor readings	Updated understanding of optimal framing after feedback

[hyunjimoon]

4. four roles of scholar

• historian, scientist, engineer, social planner

artifact from Interactive Dashboard with Quadrant Zoom-in cld

todo

1. fix the axes label so that it is 🧭|🗺️ How|What, 🧭🗺️ How, What on x axis bottom; 🧍‍♀️ Founder, 🧍‍♀️🌏Founder+Evaluator on the left.
2. switch the location between visioning and inventing.
3. write target audience on the main board - joshua/andrew/moshe for visioning, charlie, vikash, bill for inventing.